{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#全局变量布局"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set(style=\"ticks\")\n",
    "np.random.seed(sum(map(ord, \"axis_grids\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset(\"tips\")\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#利用facetgrid首先就需要将对象初始化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Y2Ji7dOmSe/jhh3OWw7l/P9d169a5jRs3Tjg/mUy6Rx991F26dMmNjY25DRs2uAsXLkz5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\nAGACgwQAMOH/ANGRrpwgb93EAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc7d55f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g=sns.FacetGrid(tips,col=\"time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#想画那种类型的图就按照那种类型的图输入参数[map函数进行的]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xceaaf28>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r84sahgz5qsNaW1sVFRXl8T5Op1NlZWV9PRQQssgR0FOfX/Y9Y8YM1dTUSJKqqqoUGxvr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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xceb0080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g=sns.FacetGrid(tips,col=\"time\")\n",
    "g.map(plt.hist,\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rDxEnQk1VpEjoIeVn6c704+gE1QmX/oxPNmthJ6NoERSdN1TAiWJpm+1te5ld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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd02d860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"sex\", hue=\"smoker\")\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", alpha=.7)\n",
    "g.add_legend();#加上标注"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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321FfXy++ttls4gTH7jBZ+YDFYsGUKVNw66234tZbb8WUKVMkCUCLxYLU1FRM\nnDgRubm5SElJwSeffIKcnBwmKpId5y9p5y8mQRDEPw6HQ5zUVqqpu0wmU5vbpeqB8PfxglVKSgqm\nTJmCmpoa1NXVYe7cuXjkkUc87sduwE5yPjg+fPgwKioqYLPZxCDct28fnnrqKbzyyis+SyJ8eEvB\nxmQyYdmyZbDb7W0uX65Wq8XqWSm6A/095IJDPLwzZ84cDB06FFFRUZg/fz4GDBiAO+64w+N+TFad\n0DJxnD9/Xhzo6BzI6XA4cO7cOZjNZp99UTk/HwUbo9GI3r17o7KyEvX19VCpVGJ3oCAIsNvtKCsr\ng8FgkGRi7NZl5P5IHBzi4dnp06fxr3/9C7/61a+QkJAAi8WC3r17u50VCWA3YKe0TBw2m80lAJ1X\nkA6HA8eOHfPZMfnwloJRVVUVwsPDER4e3ubPm5ubUVVVhYaGBp8elysFyNeiRYvQt29fXLhwAenp\n6ejRoweeffZZj/sxWXVCywTR1mzYgiB4nOeqo/jwloKNxWLB+fPnxQfoLYssnJwXd1VVVT49NpcG\nka+6ujrMmDEDu3btwt13340//OEPXl2sMFl1QssE4W6Y2uDBg312TD68pWCTm5sLg8EAu93uttor\nPDzcpTrMF9gTIV9hYWEoLS3FP//5T4wZMwYWi8WrbmAmq05omTgEQUBYmOujP7VajfDw8KvmausK\nlqtTsHEuD+Jp3gGNRoNrrrnGp8dmT4R8PfXUU5g2bRrsdjsmTJiAoqIil4nS28MCi05oXfWj1Wqh\n0+nQ0NAAm80GrVaLxMRESaqbmJwoWMTHx6OwsBBNTU3tvsfZXT5r1iyfHpsD5+XrnnvuwTfffCO+\n/sMf/uDVfkxWneRMHK1Lyp18eVdFFIxMJhP+93//1+179Ho9nnjiCZ/HC8vIlYfJqhNaT85ps9lQ\nWloq3lXddtttgW4iUcAZjUao1WqoVKo2uwKNRmO7y0H46vhMTsrBZNVBrZezP3r0KJqamsRgtNvt\nHLBL9P9FRUWhsbGxzZ+1XguOyB0WWHRQy5LYqqoqceYKJ4fDgaqqKlitVpbJUkizWCziYqRtKSgo\nQGpqKsc+kVd4Z9VBLUtf6+rq2nyPw+FAdXU1y2QppOXm5iI2NhaVlZVtdgM6HA4cOnRIXFaDvRDk\nDu+sOshZ+mq1Wt2W5NpsNpbJUkhzXqxFRka2+56ysjL2QpBXmKw6yDnGqrq62u37tFoty2QppDkv\n1mJjY9ud0aW5uRkVFRU4fPiwP5tGQYjJqoOcg3NVKlWbUy0BVwY5pqamsluDQprzwk6v1181cN7J\nOaGtr+cGJOVhsuoEo9GIpKQyBYJgAAAgAElEQVQk9OvXD1qt1iVpaTQaPPvssxxnRSHPeWHX1NTk\ndmBwU1NTm/MGErXEZNVJJpMJer0eN9xwA/R6PSIiItC9e3cmKqJW/vOf/7j9eXh4eLu9FERO/IZ0\nktFoxAMPPACbzYampiYYDAakpqYyURG18Pzzz7c7zgq40hOh0Wig0+n82CoKRpImqwMHDohzfhUX\nF2PatGmYPn06VqxYEfS3/RaLBXl5ebh8+TIEQcDly5eRl5fHMSPUKUqNlVOnTrn9ebdu3RAXF4ch\nQ4b4qUUUrCRLVm+++SaysrLEq6q1a9ciIyMD27dvhyAIyM/Pl+rQfrFx40ZxOXvgSql6RUUFzGZz\ngFtGwUbJseJuaZDevXvj5ptvhl6vZ+UseSRZsoqPj3f5xX3kyBEMHz4cAJCUlIQ9e/ZIdWi/OH78\neJvbfbk6MIUGpcaKxWJpt2Q9LCwM119/PZe6Ia9JNoPFhAkTUFZWJr5uuXpuVFQUrFarx88wm83Y\ntGmTVE0kkgWlxkpubi569ep11QwWarUaixYt4vNd6hC/TbfUstqntrYWMTExHvdJS0u76gtdVlaG\n5ORkr47Zcnb0+Ph4mEwmn13BDRo0CAcOHLhquy9XB6bQFIhYkUJJSQliY2MBAOfPn4fdbodGo8G1\n117LREUd5rdqwMTERBQUFAAAdu/ejWHDhkl6POfs6EVFRXA4HOJM6L4qgEhPT0dcXJw4UadWq0Vc\nXByDkLrM37EilZYzWAwePBhDhgzB4MGDxS5Ooo7wW7JavHgxzGYzUlJS0NTUhAkTJkh6vJazo7fk\nqznIjEYjVq9ejTFjxmDQoEEYM2YMVq9ezb536jJ/x4pUnDNYWK1WFBcX4+TJkyguLmbvA3WKSnA3\nG6sMObs28vPz0adPn3bfN3HixDZLfjUaDT755BMpm0gkC97GipTMZjNef/11cWFSg8EAvV7Pogrq\nMMUOCm5vxnPOhE7kP0ePHkW/fv0wYMAA9OvXD8CVcWRPPPEE17KiDlFssnJ2QbTG8RxE/tNyTTer\n1SqOTWxsbPT5c2RSNsUmK+ckmgkJCdBoNBzPQRQALXsyWi6r03IFYa5lRd5Q9ErBRqORyYkogEwm\nE9atWwcA4mwvAGAwGMS/c0Vt8oaikxURBZbzYjEvLw8lJSUQBAE6nQ7V1dWoqKiAVqtFYmJigFtJ\nwUCx3YBEJA9GoxE5OTnIycmBwWDApUuXrppTk8+tyBMmKyLyC6PRiN69e181kF6v1/O5FXnEbkAi\n8puGhgaxhL0lPrciT3hnRUR+w/GP1FlMVkTkNxz/SJ3FbkAi8pvW1YHx8fFISUnhEBPyiMmKiPyK\n4x+pM5isiEKclOu+EfkKkxVRCHOu++bknK8PABMWyQoLLIhCmNTrvhH5CpMVUQhrb3wTxz2R3DBZ\nEYUwjnuiYMFkRRTCOO6JggULLIhCGMc9UbBgsiIKcRz3RMGA3YBERCR7fr2zcjgcWLlyJU6cOAGt\nVotVq1a1OQMzUahjrBC58uud1ZdffgmbzYa8vDw888wzLoMRiegXjBUiV369s/r+++8xevRoAMAd\nd9yBw4cPd/gz7HY7AKCiosKnbSPqiLi4OISFSRc+jBVSAl/GiV+T1eXLlxEdHS2+1mg0aG5ubvdk\nzGYzNm3a1ObPZsyYIUkbibyRn5+PPn36SPb5jBVSAl/GiV+TVXR0NGpra8XXDofDbdZNS0tDWlqa\ny7aGhgYcPnwYvXr1gkajkaytHZWcnIz8/PxAN0MySj6/zpxbXFycRK25QqmxouTvEcDza82XceLX\nZPWrX/0KO3fuxAMPPID9+/dj4MCBHf4MnU6HYcOGSdC6rpPySlsOlHx+cjs3JceK3P6tfY3nJw2/\nJqvx48fj22+/hclkgiAIWLNmjT8PTxQ0GCtErvyarNRqNZ5//nl/HpIoKDFWiFxxUDAREcmeZuXK\nlSsD3QilGDFiRKCbICkln5+Sz01ulP5vzfOThkoQBCEgRyYiIvISuwGJiEj2mKyIiEj2mKyIiEj2\nmKyIiEj2mKyIiEj2mKyIiEj2mKy6oKmpCc8++yymT5+OqVOnKnYCy/Pnz8NoNOLUqVOBborPbd68\nGSkpKZg8eTL+/ve/B7o5isVYCX6BjhW/TrekNDt27ECPHj2wYcMG1NTUYNKkSUhOTg50s3yqqakJ\n2dnZ0Ol0gW6KzxUUFODf//43/va3v6G+vh5vv/12oJukWIyV4CaHWOGdVRfcf//9WLhwofhaLssw\n+NL69ethMpkQGxsb6Kb43DfffIOBAwfiySefxJ/+9CeMGTMm0E1SLMZKcJNDrDBZdUFUVBSio6Nx\n+fJlpKenIyMjI9BN8qkPP/wQBoNBXLFWaWpqanD48GG8+uqreO6557Bo0SJwQhdpMFaCmxxihcmq\ni86cOYPZs2fjoYcewoMPPhjo5vjUBx98gD179mDWrFk4duwYFi9ejLNnzwa6WT7To0cPjBo1Clqt\nFv3790e3bt1QXV0d6GYpFmMleMkiVgTqtLNnzwr333+/sGfPnkA3RXIzZ84Ufvrpp0A3w6e++uor\nYc6cOYLD4RAqKiqEcePGCc3NzYFuliIxVoKbHGKFBRZd8MYbb+DSpUvIyclBTk4OAODNN99U5ANW\nJbr33nuxb98+TJ06FYIgIDs7W5HPUuSAsRLc5BArnHWdiIhkj8+siIhI9pisiIhI9pisiIhI9pis\niIhI9pisiIhI9pisiIhI9pisiIhI9pisiIhI9pisiIhI9pisiIhI9pisiIhI9pisiIhI9pisiIhI\n9pisiIhI9pisiIhI9pisiIhI9pisiIhI9pisiIhI9oIuWTU3N6OsrAzNzc2BbgqRrDFWSEmCLllV\nVFQgOTkZFRUVgW4KkawxVkhJgi5ZERFR6GGyIiIi2WOyIiIi2WOyIiIi2WOyIiIi2WOyIiIi2WOy\nIiIi2WOyIiIi2QuT8sMffvhh6PV6AECfPn2QkpKC1atXQ6PRYNSoUViwYIGUhycKCowTIs8kS1aN\njY0AgK1bt4rbHnroIZjNZvTt2xePPfYYjhw5gltvvVWqJhDJHuOEyDuSdQMeP34c9fX1mDdvHmbP\nno19+/bBZrMhPj4eKpUKo0aNwnfffSfV4YmCAuOEyDuS3VnpdDo8+uijeOSRR1BUVIT58+cjJiZG\n/HlUVBRKS0vdfobZbMamTZukaiJRwPkiTgDGCimfZMkqISEB/fr1g0qlQkJCAvR6PS5cuCD+vLa2\n1iUo25KWloa0tDSXbWVlZUhOTpakzUT+5os4ARgrpHySdQO+//77WLduHQCgsrIS9fX1iIyMRElJ\nCQRBwDfffINhw4ZJdXiioMA4UQaLxYLU1FSMHj0ad911F0aPHo3U1FRYLJZAN61LnOc1ceLEgJ+P\nZHdWU6dOxZIlSzBt2jSoVCqsWbMGarUaixYtgt1ux6hRo3D77bdLdXiioMA4CX4WiwXr1q2D1Wp1\nWY5FEAQUFRUBAIxGY4Ba13nO83IqKioSXwfifCRLVlqtFv/93/991fb33ntPqkMSBR3GSfDLzc0F\nAFRXV7tsr66uhl6vR15eXlAmK+d5tRao8+GgYCKiLigpKQEA2Gw2l+3O186fB5v22h2o82GyIiLq\ngvj4eABX7pJbcr52/jzYtNfuQJ0PkxURUReYTCYAgMFgcNnufJ2SkuL3NvmC87xaC9T5SDrdEhGR\n0jmf3+Tl5UGtVqOhoQE6nQ5DhgxBSkpKUD6vAlzPq6SkBPHx8QE9HyYrIqIuMhqNQZuU3JHTebEb\nkIiIZI/JioiIZI/JioiIZI/JioiIZI/JioiIZI/JioiIZI/JioiIZI/JioiIZI/JioiIZI/JioiI\nZI/JioiIZI/JioiIZI/JioiIZI+zrpPsWCwW5ObmissSmEwm2cz8TESBwWRFsmKxWLBu3TrxdVFR\nkfiaCYsodLEbkGQlNze3ze15eXl+bgkRyYmkyer8+fMwGo04deoUiouLMW3aNEyfPh0rVqyAw+GQ\n8tAUpEpKSjq0XSkYK0TuSZasmpqakJ2dDZ1OBwBYu3YtMjIysH37dgiCgPz8fKkOTUEsPj6+Q9uV\ngLFC5JlkyWr9+vUwmUyIjY0FABw5cgTDhw8HACQlJWHPnj1SHZqCmMlkanN7SkqKn1viP4yV4GWx\nWJCamoqJEyciNTUVFosl0E1SLEkKLD788EMYDAaMHj0af/nLXwAAgiBApVIBAKKiomC1Wj1+jtls\nxqZNm6RoIsmUs4giLy9PrAZMSUlRbHEFYyV4sRjIv1SCIAi+/tAZM2ZApVJBpVLh2LFjuPHGG3H0\n6FEcPXoUAPDll19iz549yM7O7vBnl5WVITk5Gfn5+ejTp4+vm07kV4yV4JWamoqioqKrtickJCAn\nJ8f/DVI4Se6stm3bJv591qxZWLlyJTZs2ICCggKMGDECu3fvxsiRI6U4NFFQYawEr1AtBgoUv5Wu\nL168GGazGSkpKWhqasKECRP8dWiioMJY8S2pniuFYjFQIEk+KHjr1q3i3999912pD0cUtBgrvifl\ncyWTyeTy2U5KLgYKJM5gQUSK5W6QeVeTVagVAwUakxURKZbUz5WMRiOTk59wuiUiUiw+V1IOJisi\nUqxQHGQudxUVFdiwYQMA4IcffsCmTZtQWVnpcT8mKyJSjNaVfwCQmZmJhIQEaDQaJCQkIDMzk113\nAfTMM8+gd+/euHjxItLT0xEZGYlFixZ53I/PrIhIEdqr/MvMzOQgXRmpra3F7Nmz8fHHH2PEiBGY\nN28ePvvsM4/78c6KiBQhkMvLcI5A72k0Gpw+fRqff/45xowZg6+//hpqtedUxDsrugpX6qVgFIgZ\nJSwWCzZu3IgDBw5Aq9XCYDBwjkAPFi5ciMmTJyMxMRETJkzAtm3bkJWV5XE/Jitywck5KVjFx8e3\nOVefVJV/zlgpLi4GANhsNlRUVAAA9Hq9T8ZyKVFSUhL27t0rvp47d65X+zFZkQspB1HKDe8glcXf\nM0o4Y8Vms7lsr66uhl6v5xyB7UhOTkZb86d/9dVXbvdjsiIXoTI5J+8glcffM0o4Y0Kr1bokLOff\nOZarbS2nFWtqasLXX3+Nqqoqj/sxWZELf3elBEoo3UGGEn/OKOGMFYPBIHb/AVeSF8CxXO25/vrr\nXV7369cPU6ZMwdNPP+12PyYrchEqk3OGyh0kSccZK3q9HsCV7j+bzYbExESkpaXxoqcdrRcJLS8v\nR3h4uMf9mKzIRahMzhkqd5AkndaxMnToUEXGipTsdjtKS0vFAdzuSLJSsJS4+in5QutnVk5Kmt2A\nseI/LNbpPIfDgblz5+Kdd95x+z63d1anT592u3PrvkeiYBEqd5AkPRbrdEx5ebnL69OnT3vV/e42\nWc2cObPdn6lUKuTn53vZPCL54fIO5AsbN25EcXExbDabODCY46zaN3v2bJfX3bt3x+LFiz3u5zZZ\neap7JyKSI391y1ksFhw4cEB83XJgMIt12tbZmxy3yWrJkiVud167dm2nDkpEJBV/dsvl5uZeNc4K\nuFIZOHToUJ8eSymqqqqwevVq7N27FyqVCiNHjsTy5cvRs2dPt/u5TVbDhw/3aSOJiKTmzzF0JSUl\nV42zAq7cYSltuIevZGdnY+TIkVi9ejUA4P3338eyZcvwxhtvuN3PbbIaNWoUevXq5bHQgohILvw5\nhs45BKK+vh7nz5+H3W6HRqPBzTffzOdV7SgvL8ecOXPE13PmzMGHH37ocT+3ySorKwubN2/GzJkz\noVKpXOZz8lRgYbfbkZWVhZ9//hkajQZr166FIAjIzMyESqXCgAEDsGLFCq+mhidSKsaJ7/lzDJ3J\nZMLTTz+Ns2fPwuFwQK1WQ6VSoaGhARaLhQmrDWq1GqWlpejbty8AoLS0FGFhnof8un3H5s2bAXSu\n0GLnzp0ArtySFxQUiEGYkZGBESNGIDs7G/n5+Rg/fnyHP5vIlwI5RoZx4nv+noXl0qVLbW73RzVg\nMI7vysjIQEpKCu68806o1Wrs378fa9as8bifVzNYWK1WvPbaaygsLERYWBjuvvtuPP7444iIiGh3\nn3HjxmHMmDEArtTRX3vttdi1a5f4HCwpKQnffvstg5ACKtBjZBgnvufPMXS5ubkQBEGcD9Cpurpa\n8mrAQH93O+vee+/Fjh07sH//fmg0Gjz33HMwGAwe9/MqWS1btgx9+vQRr/o++OADLF++HC+99JL7\nDw8Lw+LFi/HFF19g48aN2LlzJ1QqFQAgKioKVqvV7f5ms/mqeaSIfEkOE9p2NU4AxkpbBEEQ/0il\npKSkzWpAm80m+dRdcvjudkbr7+mRI0dcXi9YsKDN/bxKVsXFxdi4caP4etmyZXjwwQe9atj69eux\naNEi/P73v0djY6O4vba2FjExMW73TUtLQ1pamss25xQyRL4glwltuxInAGOlJbPZjNdff10cpHvx\n4kXxGZavf4nHx8fj4sWLV1UDarVayasB5fLd7awTJ07ghx9+gMlkEi/O3PHqqW1CQgJ++OEH8fXx\n48dx4403ut3n448/Fp95RUREQKVSYciQISgoKAAA7N69G8OGDfPm8ESSae/q118T2jJOfMtisYiJ\nCvhlkK7VakVeXp7Pj2cymaDX6xEXFyd2BWq1WqSmpkp+dxPo725nLViwAI8//jgSExNx+fJlnDlz\nBk888QQWLFjQ7l0V4OHOauzYsVCpVGhsbMTnn3+O/v37Q6PR4NSpU+jXr5/bBt13331YsmQJZsyY\ngebmZixduhQ33XQTli9fjpdffhn9+/fHhAkTOne2RD4S6CVRGCe+lZube1WXHCDdM6RAzjEZ6O9u\nZxUWFuK5557DzTffjPz8fLz11lvIyMhw6b1ri9tZ11tPONjaDTfcgCNHjuDWW2/tXKs7gTNJk69Z\nLBZFTmgbirEyceJE/Pzzz20mrPvuuw85OTkBaJV0gvG7O3bsWGRnZ4uFRQDw0ksvYdGiRW73c3tn\ndcMNN3g8cFZWFj766CPvWklBJRjLYjuDE9oqRyCfIQVCMH53P/30U9TW1iI/Px8ajQZDhw71mKgA\nHyy+GGTLYZGXgrUstqNCJSGHCpPJJBZTOFfu9dczJIDfJ28UFBRg6dKluOOOO/D999/juuuuw9NP\nP42kpCS3+3U5WXlTxUHBJ1jLYjsiVBJyKAnkMyR+n7zz5z//Gdu3b8eNN96ISZMmYcuWLZg3b570\nyYqUKdjLYr0RCglZbvxx5xGorjF+n7zjcDjEanJBEKDX62G32z3uxwnHqE3BWhbbEaGQkOXEeedR\nVFQEh8Mh3nlYLJZAN80n+H3yTlxcHF555RXYbDY4HA7k5eV5VQDU5WTFZ1bKZDKZ2tyupIfUoZCQ\n5cTdnYcULBYLUlNTMXHiRKSmpkqeFHU6HYqLi3Hy5EkUFxeLM4/w++TqpZdeQlVVFerq6tCjRw8c\nOnQIL7zwgsf93HYD7tu3z+3Od911F8xmc8daSkEhkH3//hKs41SClT/vPPz5/MhisWDjxo344Ycf\nxCVCWq4YzO+Tq5iYGHHh3i1btni9n9tk5W6QlkqlwpYtW8Rp3kl5grEstiNCISHLiT+X7vDX8yOL\nxYJly5ahrKwMzc3NUKlU4n91Oh3i4uL4fWolOTm5zR45T6t7uE1WW7du7VqrFI5lqsFP6QlZTvx5\nJ1tSUgKr1epSvm4wGHx+F7dx40aUl5ejqakJgOtjkX79+qGhocGnx1OClnmloaEBBw8e9KqL1qtq\nwP3792Pz5s2oq6uDIAhwOBw4ffp0p9a5UopQKlNlUiZf8OedrE6nw4kTJwBcWeDy8uXLuHTpEgwG\ng08XRTx06JCYqFpqbGyE1WrF0KFDfXIcJbn++utdXvfv31+cH9Mdrwosli5dinHjxsFut2PGjBno\n3bs3xo0b17mWKoS/HxYHitIruMj//LF0h5PdbkdTUxMcDgeAK1fyvvz+2my2ds+jurqaz6u8tG3b\nNo/v8SpZabVaTJkyBcOHD0dMTAxefPFFfPPNN11uYDALlTLVUEnKJB1nVd7o0aORmpqKQ4cOSX7h\n09DQgLi4ODGRqNVqhIeHi0nLV9/f1osutnTttdeyB8JL3iy+6FWy6tatGy5cuICEhAQcOHAAGo3G\nq0FcShYqZc+hkpRJGi3vzM+fP++yZIeTFBc+8fHx0Ov1CAsLg06ng1arhUajEZOLr76/t912G9Rq\n11+jKpUKkZGRGDJkiE+OQVd4lazmzJmDp556Cvfeey/+8Y9/YOLEiSH/P6L1OCSr1Yri4mIcOnRI\nkjEd/h4z4hQqSZmk4bwzt1qtuHz5MhoaGmCz2VBVVSW+R4oLH2d8tr7zcV7B++r7m56ejl69ekGj\n0UClUkGj0SA8PBy9e/dmF6AXDh486PJfd7xKVnfffTfefvttREdH44MPPsCGDRuQkZHRtVYGOaPR\niMzMTCQkJKC2thbV1dUwGAyIjo72efdGIJ8bhcLgYJJOSUkJKisrUVJSArvdLhZo1dXVSTpo1hmf\niYmJAK4krbi4OOj1egC++/4ajUa88sorGD58OLp37w69Xo9f//rXWL16NbsAvZCdne3yX3fcVgOe\nOXMGgiDgsccew5tvvin2/+r1esyfPx///Oc/fdDc4OUse05NTW1z/IivxnQEcs4xjkWirtDpdDh3\n7pz4rAi4UmChUqlQXV0NvV4v2YWPMz6lXvOJwx86zzkRujcTonscFFxQUICqqirMmDHjl53CwlwW\nzgp1Uj/XCfRzIwYjddbFixfbfL4tCALsdjsyMzP9csHF7688daQi1G2yck6J8Ze//AWPPfZY11ql\nYFKPzPfnyH8iX7FYLDh16lSbP1OpVOjevbsikwjHJUrDq0HBM2fOxIYNG/Ddd9/Bbrdj5MiRWLhw\nISIjI6Vun+xZLBZUVVXh5MmT4ih5X/eLcw47CkYbN25st2pYrVZDp9NJctxAJotQmizAF6KjowEA\nUVFRHt/rVbJ64YUXEBERgTVr1gAA3nvvPaxYsQIbNmzoQjODX8svZlxcHKqrq1FRUYG4uDikpaX5\n7MvJ50YUjI4fP97uMBe9Xi9JRbFzrj7nNEs///wzDh06JFnBQ+vE2LLKsSWpni8H+13cu+++6/Jf\nd7xKVkeOHMGOHTvE19nZ2XjggQc62Tzl2LhxI4qLi13mHtPr9YiNjVXMgnJEUqirq8PgwYN9/rkb\nN24UZzsHII7rMpvNksy23vou6uTJk4iJiRFL9KWak7C94yv5Ls6r0nVBEHDp0iXx9aVLl6DRaNp9\nf1NTE5599llMnz4dU6dORX5+PoqLizFt2jRMnz4dK1ascKkOCkYWiwUHDhyAzWYDAJfBjhwwS95S\ncqwMGjQIzc3Nbf6sublZkqEXx48fd3ltt9ths9lQWFjo8/GJbVXpqlQqnDt37qrfC1J0eYba7DJe\n3VnNnTsXU6dOxdixYyEIAnbu3Om24GLHjh3o0aMHNmzYgJqaGkyaNAmDBg1CRkYGRowYgezsbOTn\n52P8+PE+OxF/y83NhVarFb+UTtXV1Zy8krym5FhJT0/HzJkz2/yZw+FAYWEhzGYz0tLSJDm+c15A\n4MozMl/febS+KLVarWhsbBQTpEajcXtR7+vje9oe7LxKVjt37sRrr72GwsJCCIIAs9mMNWvWYOrU\nqW2+//7778eECRPE1xqNBkeOHMHw4cMBAElJSfj222+DMgCdSkpKYDAYXLocgCtXUix8IG8pOVaM\nRiMiIiJQW1vb5s/tdjvMZjOGDh3qs26rQYMG4cCBA+LnO7W8s/HV86OWVbpWqxUVFRVwOBzi9EtN\nTU0IDw9HbGysJEuFBGuV8JIlS9z+3FmF3prbZLVgwQIcO3YMVVVVOHr0qFgT/9Zbb+G6665rdz9n\nZcfly5eRnp6OjIwMrF+/Xhz4FRUV5TI3WHvMZjM2bdrk8X2B4Pyi1NfX4/z58+IKoTfffLMi+4tJ\nGkqPldtuuw2FhYXtdmXW1dX59HlSenq6WGDR0NAAtVoNjUaD2NhY8T2+uvNoWaVbXV0NAOLxnHdU\nYWFh0Ov1kiSQYK0SHjFixFXbioqK8Pbbb7vtlXKbrNatW4cLFy5g9erVyMrK+mWnsDD07NnTbYPO\nnDmDJ598EtOnT8eDDz7oUjlYW1uLmJgYt/sDQFpa2lVdBGVlZUhOTva4r9RMJhOWLVuGixcvIiws\nDGFhV/4pGxoafLpeTnuCvQqIfqHkWElPT8fs2bPbTVZqtRrHjh3z6TF79+6NmpoahIWFQavVIjY2\nVhxOAvjuzqNlle5PP/0ErVaLmJgYl+f7zscEUiSQYK0Sfvjhh8W/C4KArVu34r333sOiRYswe/bs\ndvdzm6yio6MRHR2N119/vUONOXfuHObNm4fs7Gz85je/AQAkJiaioKAAI0aMwO7duzFy5MgOfabc\nGI1GdOvWDc3NzeJDZI1Gg+rqakkqj1oKtSogJVN6rBw8eNDtLAW+fKbTMi7i4+PFrrnWfJk4nFW6\n48aNw08//QSr1QqVSoXw8HCoVCoYDAZJZ+kI5irh4uJiLFu2DMCVhNu3b1+37/eqGrCj3njjDVy6\ndAk5OTmYNWsWZs2ahYyMDJjNZqSkpKCpqcmlnz4YWSwWFBcXu8xpZbfbUV9fj/3790s6yWyoVQEp\nmZJjxWKx4PXXX3ebkBwOh89K2FvHhV6vR1xcnFjskJCQIEniMJvNOHXqFJqbm8WJehsbG9G9e3ds\n2LAhaJOJVARBwDvvvAOTyYT77rsP7777rsdEBXhZYNFRWVlZLt2GTt4M/AoWzmrAy5cvu2y32+2I\niIiQdJLZUKsCUjIlx0pubi5sNpvb0nuHw+GzOGmrOq+6uhpNTU349a9/LVkX2ZYtW8SEbLfbxfM9\ne/asmECZsH4xa9YsHDhwAI8++ij0ej0++ugjl59PmjSpzf0kSVah4PDhw2KZqpNKpYLD4ZBsEKBT\nsFYBUWgpKSmBWq1udzRqCWAAAA+cSURBVKwVcCVmfPXMyhkXVqsVVVVVqKurg1qtRrdu3STtKr9w\n4QKAX7o0ncmq5XI+Uhw3WPXt2xd9+/ZFZWUlKisrr/o5k5UPWSwWVFZWorGx0WW7IAjo1q2bZNU/\nTsFaBUShJT4+Hj/++KPb99jtdhQWFvrkeCaTCU899RTOnj0rJgxn13xlZSV69+4tSY9Hjx49UFNT\nIx7PyVl0BfhnOZ9g4SxNv3z5MtRqtddzzEryzErpWvaNt16HpampCcXFxZJMJePUcuFHKfviibrC\nZDJBEISrln1v7dy5cz57xnvx4sWruh0FQcDZs2clm11m9OjRsNlsaGhoEBeYBH5ZlRhgF31L//nP\nfzB16lQkJyfj3nvvxSOPPIKff/7Z4368s+qEkpISOBwOhIeHw263u1xNCYIAnU6Hzz77zKeDHVsL\n5iogCg1GoxG33347Dh061O7AYOBK+bov7jycz8ja4nA4UFZWhri4uC4dozWLxYJjx46hV69eOH/+\nPJqamsTlT3r37i2+j130v1ixYgX+9Kc/Ydy4cQCAL7/8EtnZ2di6davb/Xhn1Qk6nQ42mw02m+2q\nGaXVajUuXboEq9Xq8+o8i8WC1NRUTJw40efznBFJIT09HbGxse2uBKtSqaDT6Xxy53H48GG3xRzN\nzc2oqKiQZH7A2NhYDB48GAkJCdDpdFeV67OL/hcXLlwQExUAjBs3DhcvXvS4H5NVB1ksFvz888/t\nBoXzIWt1dbVPb/2dY0iKiopcHtwyYZGcGY1G9O7du93nEuHh4TAYDD658/A0pZFWq4Ver/fpRWTr\nGHeWy6tUKnbRt6Nbt27Yv3+/+PrAgQNePbdiN2AH5ebmoqGhAeHh4WhubnZJWs6pVoArI9d9eevv\nbmwVA4HkrKGhAXq9HvX19Vdd5F1zzTXQ6/U+ufPQ6XRQqVTtDkJ2Fjz48iKyrcpcvV6PoUOHIicn\nx2fHUZLly5fjySefxLXXXgu1Wo0LFy7g1Vdf9bgfk1UHlZSUuMyo7BxHIgiCS5BotVqf3vpzbBUF\nK51Oh8rKyjaTSE1NDebOneuTC64hQ4agsrKyzedjarVaTJS+vIhkZW7H3X777di1axdOnjwp3n2G\nh4d73I/dgB0UHx8PrVYLAGLljzMInVVPWq0WqampPr3jaS/A+OCW5K68vLzdux2bzYa//vWvPunO\nNplMiI2NhUajgUqlEp+TqVQqcZ5AwPfTLbEyt+PCwsIwePBgDBw40KtEBTBZdZjJZILBYBDXrGnZ\nreFcHmDw4ME+X9PKZDK1uZ1XcCR3bc3P19K5c+dgNpu7fByj0YjVq1dj4MCBUKvVUKvV0Ol0iIiI\ngEajQWJioiSJxGg0IicnB5988glycnKYqCTCbsAOcgbE448/LpbJtqx0EgQBdXV1Ph+1HqwzLBN5\nWunYbrf7bBYL55AOi8XCWFEYJqtOMBqN0Gg0iIiIEFcjdXZztKxI8nXxA8dWUTCKjIz0uCaXuymZ\nOoOxojxMVl3QOlEBV64ijx8/7naFVKJQYbFYXKYdak9747CInPjMqpMGDRokLgnQWnNzM2w2m0+n\nkSEKRs8//zwuXbrkMRm5W/OKCGCy6rT09PR2A8zZR28wGLjGFIUsi8WCH3/80WW+vPZ4c/dFoY3J\nqgvcXS3qdDro9XqOg6KQtXHjRo/FFU5STvxMysBk1Um5ubmIiIho9+fO+QE5DopC1fHjxz3OuO7E\nYgjyhMmqkw4fPnzVJLYt2e12VFdXcxwUhbSwsDCviid8VbpOysVk1QkWi0VcDqA9KpUK1157La8Y\nKWQNGjQIGo0G4eHh4pyZbdFoNOwuJ4+YrDohNzcXBoPBbX98WFgYhgwZ4sdWEclLeno64uLiEBER\nAa1W226XoFqtZnc5ecRk1QmHDx9GVVWVxwondgFSKHPO9jJmzBgMGjQIERERbSas5uZmSQsszGYz\n7rrrLgwYMAB33XWXT6Z2Iv+TNFkdOHAAs2bNAgAUFxdj2rRpmD59OlasWOF1lVBnSLlIobMLsKGh\nod2+eLVazS5A6pBAxYrUDh48iH379uHo0aOora1t81y6desm2TMrs9mMV199FTU1NRAEATU1NXj1\n1VeZsIKQZMnqzTffRFZWFhobGwEAa9euRUZGBrZv3w5BEJCfny/JcaVepNDZBdje2BG1Wo1+/fph\n+PDhPjkeKV+gYkVqLROFu+e7gHRL3WzZsqXN7Z6WUCf5kSxZxcfHu1y9HDlyRPwFnpSUhD179khy\nXHeLFPqCM6ja6s5wrkTqq8XkKDQEKlak1jJRuLs7bGxshE6nk6QNFy5caHN7TU2NJMcj6Ug2bHzC\nhAkoKysTXwuCIHabRUVFeZzYErhyZbZp06YOHVfqRQrj4+PF+c5aXy3a7XYkJiYiLS2NXYDktUDF\nitScicLdEA+g7Qs/X+nRo0ebiemaa66R7JgkDb8VWLT8QtbW1iImJsbjPmlpaThx4oTLH09dIlIv\nUmgymcSVgsPDw8XzioyMxI033oj333+fiYq6xF+xIrUePXoA8Jys9Hq9y2oFvjR79uw2tzufD1Lw\n8FuySkxMREFBAQBg9+7dGDZsmCTHkXqRQqPRiNtvvx1qtRpNTU3is6uGhgZxJVKirvBXrEjNmSgc\nDke7xUhhYWGSdgOmpaVh4cKFMBgMUKlUMBgMWLhwIdLS0iQ5HknHb8lq8eLFMJvNSElJQVNTEyZM\nmCDJcfyxzPSYMWPQ2NjoUmBht9tx8uRJVhlRl/krVqTmTBTORORcbt5JrVZ7vaR5V9tRWFiIkydP\norCwkIkqSKmEIJubv6ysDMnJycjPz0efPn0C0obU1FR8+umnV3VvOK/cDh48GJB2EbUkh1gBfqnQ\nBYCTJ0/CbrfDbrcjLCwMOp0OBoMBPXr0wCeffBKwNpL8cV7+TigpKWmzH945jsNisfC5FQUNi8WC\n3NxccQl4k8nk8xWuAYjLzAuCAIPBAL1eL76HM1iQJ5zBohN0Ol27ffAajYZrWFHQkHpcopPRaERO\nTg5ycnLQr18/l0QFcLYX8ox3Vp2k0WjQ3Nx81faePXtyUk4KGu7GJUrRO9D6Lis+Ph4pKSnsiSCP\nmKw6oaGhAX379kVxcbHLYMfw8HDExsayS4OChtTjEttiNBqZnKjD2A3YCfHx8dDr9ejXrx8iIiLE\nP5GRkQDYpUHBQ+pxiUS+wmTVCc6xXHq9HnFxceL4qsTERJ+XyRNJSepxiUS+wm7ATmjd7z506FD2\nu1NQ4jMkChZMVp3EfndSCn6XKRiwG5CIiGSPyYqIiGSPyYqIiGSPyYqIiGSPyYqIiGSPyYqIiGSP\nyYqIiGSPyYqIiGSPyYqIiGSPyYqIiGSPyYqIiGSPyYqIiGSPyYqIiGTPr7OuOxwOrFy5EidOnIBW\nq8WqVavQr18/fzaBKCgwVohc+fXO6ssvv4TNZkNeXh6eeeYZrFu3zp+HJwoajBUiV35NVt9//z1G\njx4NALjjjjtw+PBhfx6eKGgwVohc+bUb8PLly4iOjhZfazQaNDc3Iyys7WaYzWZs2rSpzZ9VVFRI\n0kYib8TFxbX7vfUFxgopgS/jxK/JKjo6GrW1teJrh8Ph9kTS0tKQlpbmsu3//u//MGPGDMyYMUOy\ndhJ5kp+fjz59+kj2+YwVUgJfxolfk9WvfvUr7Ny5Ew888AD279+PgQMHdvgzhgwZgm3btqFXr17Q\naDQStLJzkpOTkZ+fH+hmSEbJ59eZc4uLi5OoNVcoNVaU/D0CeH6t+TJO/Jqsxo8fj2+//RYmkwmC\nIGDNmjUd/gydTodhw4ZJ0Lquk/JKWw6UfH5yOzclx4rc/q19jecnDb8mK7Vajeeff96fhyQKSowV\nIlccFExERLLHZEVERLKnWbly5cpAN0IpRowYEegmSErJ56fkc5Mbpf9b8/ykoRIEQQjIkYmIiLzE\nbkAiIpI9JisiIpI9JisiIpI9JisiIpI9JisiIpI9JqsuaGpqwrPPPovp06dj6tSpip0T7Pz58zAa\njTh16lSgm+JzmzdvRkpKCiZPnoy///3vgW6OYjFWgl+gY8Wv0y0pzY4dO9CjRw9s2LABNTU1mDRp\nEpKTkwPdLJ9qampCdnY2dDpdoJvicwUFBfj3v/+Nv/3tb6ivr8fbb78d6CYpFmMluMkhVnhn1QX3\n338/Fi5cKL6Wy8zWvrR+/XqYTCbExsYGuik+980332DgwIF48sn/1979fTQXx3EAf1vURZPqurrY\nv5AuImp0kZhEulo/SJRHkzp0M2ORflxExsTqZkSkUqzL1GI3RSSNdDfZstZUKx3W+TwXMbp9ajvf\nc5736/Z7Lj7HvL2dne855w8mJibQ1dVl9ki2xaxYmwpZYVn9QG1tLZxOJwqFAnw+H6anp80e6Vft\n7e2hsbGx9MVau8nn87i+vsba2hqCwSA0TQOfkS8PZsXaVMgKy+qH0uk0hoeH0dfXB4/HY/Y4v2p3\ndxeJRAJDQ0NIJpOYm5tDNps1e6xfU19fj46ODlRXV8PlcqGmpgZPT09mj2VbzIp1KZEVoX+WzWal\np6dHEomE2aOUndfrlbu7O7PH+FXHx8cyOjoqhmFIJpOR7u5uKRaLZo9lS8yKtamQFW6w+IH19XW8\nvLwgHA4jHA4DACKRiC1vsNqR2+3G+fk5BgYGICIIBAK2vJeiAmbF2lTICl9kS0REyuM9KyIiUh7L\nioiIlMeyIiIi5bGsiIhIeSwrIiJSHsvqPzA+Po6HhwezxyBSGnOiNm5dJyIi5fGhYJvJZDLQNA3v\n7+9wOBzw+/2YmZlBNBrF9vY2zs7OAACvr6/I5/O4vLzE1dUVFhcX8fHxgYaGBgSDQTQ3N5t8JkTl\nw5xYUEXfl0FlFwqFJBKJiIjI6empbGxsiNvtllQqVTpG13UZHByUWCwmuq6Lx+OR+/t7ERGJx+My\nMjJixuhEFcOcWA+vrGymvb0dU1NTSCaT6OzshNfrxdbW1rdj/H4/2tra0Nvbi9vbW6RSKUxOTpbW\nC4VCpccmqijmxHpYVjbT2tqKWCyGk5MTHB0dYX9//9v65uYmcrkclpaWAACGYaCpqQkHBwcAgM/P\nTzw+PlZ8bqJKYk6sh7sBbWZlZQWHh4fo7+9HIBDAzc1NaS0ej2NnZwerq6twOL5+epfLhefnZ1xc\nXAD4+tSBpmmmzE5UKcyJ9XA3oM2k02nMzs7i7e0NVVVV8Pl8mJ+fRzQaxdjYGIrFIurq6mAYBgAg\nFAohl8thYWEBuq7D6XRieXkZLS0tJp8JUfkwJ9bDsiIiIuXxb0AiIlIey4qIiJTHsiIiIuWxrIiI\nSHksKyIiUh7LioiIlMeyIiIi5bGsiIhIeX8BbvXbuaIeUVgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd3cdeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, row=\"smoker\", col=\"time\", margin_titles=True)\n",
    "g.map(sns.regplot, \"size\", \"total_bill\", color=\".1\", fit_reg=False, x_jitter=.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hAQB4caVw2DlbfN1f/yesii+FBgAA1Eg4Ft9qC01BQUG1G19zzTV+HQYAAOBiVFtoUlNT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd54c908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"day\", size=4, aspect=.5)\n",
    "g.map(sns.barplot, \"sex\", \"total_bill\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 注意facetgrid里面调用的参数最好全部都是dataframe格式否则有问题 ####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CategoricalIndex(['Sat', 'Sun', 'Thur', 'Fri'], categories=['Thur', 'Fri', 'Sat', 'Sun'], ordered=False, dtype='category')\n"
     ]
    },
    {
     "data": {
      "image/png": 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JAPyEXc1AEGpvb9f06dP16KOPErpAiGHGCwCAQcx4AQAwiOAFAMCgfgdvb2+vWltb1dvb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\nBhG8AAAY9P8A6ZrTdE4wzKQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd50de80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " # categorical 是pandas中可以将list变成dataframe的一种方式\n",
    "from pandas import Categorical\n",
    "ordered_days = tips.day.value_counts().index\n",
    "print (ordered_days)\n",
    "ordered_days = Categorical(['Thur', 'Fri', 'Sat', 'Sun'])\n",
    "g = sns.FacetGrid(tips, row=\"day\", row_order=ordered_days,\n",
    "                  size=1.7, aspect=4,)\n",
    "g.map(sns.boxplot, \"total_bill\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Xy3nuJFouSS1ENbI8QR2op3k4ixUVBR3ViwqOjIwwNDTEzMwM7e3t7Nu3j67u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\nIlIEA4eIiBTBwCEiIkUwcIiISBH/A0HFqRw7uiOnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xca85390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#自定义调色板\n",
    "pal = dict(Lunch=\"seagreen\", Dinner=\"gray\")\n",
    "g = sns.FacetGrid(tips, hue=\"time\", palette=pal, size=5)\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=50, alpha=.7, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend(); #增加分组标签上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JiIBQWwvTuQq3LljBdFundaCNGDIY8ozeMJw+5e+meV24BdpwxYSDIOPuJENv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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd563390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#自定义标记点\n",
    "g = sns.FacetGrid(tips, hue=\"sex\", palette=\"Set1\", size=5, hue_kws={\"marker\": [\"^\", \"v\"]})#hue_kws={\"marker\": [\"^\", \"v\"]}：标记点类型\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=50, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 完整图线的标注"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bXoeDgwPs7e3B4XDg4OAAU1NTPHz4UHS/trwOVdDmuAQoNpWhyw53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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd55f2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    g = sns.FacetGrid(tips, row=\"sex\", col=\"smoker\", margin_titles=True, size=2.5)\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", color=\"#334488\", edgecolor=\"white\", lw=.9);\n",
    "\n",
    "#重要设置x,y上面标记\n",
    "g.set_axis_labels(\"Total bill (US Dollars)\", \"Tip\");\n",
    "#坐标上的刻度选取\n",
    "g.set(xticks=[10, 30, 50], yticks=[2, 6, 10]);\n",
    "#子图的设置\n",
    "g.fig.subplots_adjust(wspace=.02, hspace=.02);\n",
    "#g.fig.subplots_adjust(left  = 0.125,right = 0.5,bottom = 0.1,top = 0.9, wspace=.02, hspace=.02)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 对图处理PairGrid ####\n",
    "* 可以灵活设置对角线和非对角线上图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pepeoha2yyua9R+G0WzkHGmJMvWAIbrj8W8hyWPHzp7cJlorynAriNx98hYUz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\n2S4+tGg/kj1Wwe3mm1DkEH8utHju1ITXH8CZ1Q7eMaPOqUqTNNKRqH5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f7m1IaJ0v9zbg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F//+tdKi5RRaPXe1YUpiIggCIIgCILIIjQbA0wQBEEQBEEQyUAOMEEQBEEQBJFVkANMEARBEARB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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd563198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "g = sns.PairGrid(iris)\n",
    "g.map(plt.scatter);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0TOtJ+yuGReZ1XC4XWlpa8Nhjj6G5uRn/9V//hTfeeCOaRhGvvr4ea9asSWdT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75kuD29mDS6Bru/beYMaFqJr158OVxmkwFLf7cTbRx5wX5/AItWb4n7Bm6zmmAy6tDWyb8NzZq3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\nDgsK803RS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ScnaU5yTvJ6Ph4+pLk5udrzvq5cObne19vpxB133IEFCxZIPr62thbPPPNM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\nF8BKKaWUUiqk6AJYKaWUUkqFlP8AE9I+JsWYe98AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcb1da58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#注意指定对角线 \n",
    "g = sns.PairGrid(iris)\n",
    "g.map_diag(plt.hist)\n",
    "g.map_offdiag(plt.scatter);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    " # 总结:我们给出的一组数据一般来说我们都用bar图\n",
    " # x,y:我们采用三点图进行分析绘画"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#分组进行操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YpjFjYDvtNMnnWF6WgPhKgEKSlTRtMITde99Bj8+NhtHS6UUHRhoQ1B1L74te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\nYpXPc28pEMLhcDgfb7x8+XIIggBBELBv3z7U19f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gQw65V8q9OdH7PUHkIopAIBDIdCeS\npb6+HtOmTcOOHTswcODATHcngnYHg4UPb4efp+KcUgm8+uB0mE38W5q4Ou60xzi3kXP8Jsun181J\n+TV/+P67Kb8m0TsSjV2Pl8UvntoJG0+1p/ISPQKBAGxtsR4A5SV6PHffFZQHiZSSbO4Vujf35n5P\nELkErSunibqGDt4EAwSfYNQ1dPAfhDSDPIIgiGyhtYOBXUCwbWtz804oADLCI+SF0L25N/d7gsgl\naFLRS5paXNhZcwpNLa6I14dUFkEp8NdVKoPHw8kngaKPYeBuaISPYSS9ThBEdiNaiMKsQ4mpgPeY\nxawD08XmRV5MF5RvU0f0fZoTZZcW6RK63+crUmKO4jK7oUfhSeJ2e/Hf63agw+kNvVZk1OAPq6ZB\nr9fAbNJiSEVRxB5LjiEVRaGlUJ/PnzcCxYDPh+Mvv4KWffvA2OzQlllROmkShtxyM+peeS3m9aGL\nboFCxV8fnCCI7EFM7NrSwcDn59+F63B34a6n/5HTeTFdUL5NHdH3aWuxHozXh06XF4FAcOKgUijg\nR2wcD+5XmPdbn4RiMTzmpLQh5A9NKpIkekIBAB3O4ETj9UeuBgCsXzpZsBoERz65aB9/+RU0fLQ1\n9DvTZEPDR1vRfqgWrrq6mNcBoHrxor7uJkEQaSBa7KrVqOBmfIITCgAhYXcu58V0Qfk2dUTfp6O1\nQX4/eCcUADByqCWtfcsGhGIR6Ik5KW0I+UOPfJKgqcUVM6Hg6HB6Q1uhNBo1Ni6bilcfnI5H//dS\nvPrgdGxcNjVUXi6fXLR9DIOWfft4j7lOnuR9vWXffloCJYgcgTMVe+6+K7Bx2VQY9fxbnsTItbyY\nLijfpg6x+7QU9n9zNq9jViwWuZiT0obIDmhSkQSHjjUndNxs0uKCc8tilkCluGjnCt6WVjA2O/9B\nAYUbY7fD29Kaxl4RBNHX6DRqaAtUsAuIs8XItbyYLijfpg6x+7QU8j1mxWKRizkpbYjsgCYVSTC6\nWnw5c3S1JULQJSTCzicXbU1pCbRlVv6DAgo3rdUKTWlJGntFEEQmCOY+XcLn5VpeTBeUb1OH2H1a\nCvkes2KxyMWclDZEdiBJU9He3o6tW7eitbUV4bYWS5YsSVvH5Ex5qQGFRg06ebZAmQwFeP9fR0OC\nrmDpuQDcjA/lJZFiw3xy0VZptSidNClizySHoaoqYo8vR+mkiVBp8zcZE0SuotOocdHIftj+nxMJ\nnZdreTFdUL5NHTqNGhNG9sO2T+uSOn/SqIq8jlmxWAyPOSltCPkjKdLvvPNOlJaW4txzz4VCoUh3\nn7KCH15QyXtDtJh1EZMEN9OzOsEnNswnF+2hi24BENwjydjt0FqtKJ00MawaSeTrXHuCIHKPTw8I\n71O3mrUoMmrhcHflfF5MF5RvU8fXx1tEjyuVgFFXgE5XVx/1KLsQisXwmJPShpA/klcqXnvttXT3\nJWvweFl8/k0T77FTZzvjnr/nUAMWzBgBnUYdEi8umDEi5120FSoVqhcvwuCFN8Hb0gpNaUnoCYTQ\n6wRB5B5NLS7elV6OR27/IQb1KxR0MCbiQ/k2NbQ7GJxs5DevUyqAFbdMwDkDSrDq+X/zTir21Tbi\nlmtG5nX8isViIm0I+SNJUzF8+HAcOnQo3X3JGFKM58LbNDY7Y0rKcQi5aobDJ9zKNhft3hjUqLRa\n6CsrYhKG0OsEQWQnQrk1XrGL7061Aci+vJhp+PIy5dvk4GL3yKk2YbfsAGDUaeDzB/Km6EpvkBJz\nycQlGebJB9FMfcUVV0ChUMDj8WDbtm3o168fVCoVAoEAFAoFduzY0Vf9TAtSjOei2+g0agQCAYGK\n1MFl0HgTi2wWbpFBDUEQ8RDLrT6fH2/vPCx6frxiGEQklJdTR3TsWszCBQWUiqBbtlajQlmxHk08\nDxuz+X4vdyju5YfopGLLli191Y+MIMV4LrpNuEaCDyEX7XCyWWxIBjUEQcRDLLceOmpH/Vmn4LlF\nRg3KSw1p72MuQXk5dUTHrljpY7VKGSoVny9FV+QExb38EN3+NGDAAAwYMABPPPFE6Gfuv9WrV/dV\nH9OCFOO5RExvykv0uHZyNdYvnYxrJ1ejvEQPpQLQa9XQa1VQhLXJVrEhGdQQBBEPsbz5fwfPoK5B\n+KGLyaDGH1ZNS1fXchLKy6kjUaO7LtaPdkfw77to1qiIe3+23+/lDsW9PBGdPi9ZsgRff/01mpqa\nMG1aT6L3+XyoqKhIe+fSiVTjOSmmNwoA99/2AwypLAKAGOE1937ZLjaUYlCjr8zuuCAIoneI5VZb\nHMO7lQsnQa/XpKNbOQvl5dSRqNFdAEBdQwcuOLcsr4quyAGKe3kiGvFPPPEE2tra8Nhjj2HNmjU9\nJ6nVsFiye88rZ2gTbw+kUJtwzCYNDFp1TKWSSmvPn5f7OZurmXAGNUyTLeYYGdQQBAGI59ayYh3s\nbR5eTZoCQKXFmPb+5RqUl1OHWOzyoQDgdHvR7mBC26Ci7/3RZPMYQE5Q3MsT0Yj+5ptvAACLFi3C\nmTNnIo6dPHkSEydOFDzX5/NhzZo1OH78OFQqFdatW4eqqqrQ8T/+8Y945513UFpaCgB4+OGHUV1d\nnfQHSRSpxnNCbcJpc3hx22OfQK1UwBcISBJ887WRO1JNbLIduccuQYiR6fgVy61Ml1+wyEUAwJIN\nuzBt4iD897WjsyYvZppcystyjl0+AgDWvVIDpTKop1y/dDI0AhOFXBgDyIlcivtcQnRS8eyzzwIA\n2tracPLkSYwfPx5KpRJffPEFhg8fjjfeeEPw3F27dgEA3njjDezduxfr1q3DCy+8EDpeW1uLJ598\nEqNHj07F50gKKcZz4W3iPb1g/cHbpRTBN1+bbCAfDGqyIXYJQgg5xC9fbvV4fegQ8aYAgoUwPvr3\ncSgViqzKi5kmV/KyXGO3tZNBFytc1tHvB46d6cDyTbuxcdlU3ja5MgaQE7kS97mEpOpPixcvxubN\nmzF48GAAwOnTp/HAAw+IXvjKK6/E5ZdfDgA4c+YMrFZrxPHa2lq89NJLsNlsuPzyy3H77bcn+xmS\nRsoeSK7NdT8ahsWPfwK/0GM2HjiTO+5nsTbZsgyaDwY12RC7BCGEHOI3OreqlAosXveJ5POzLS9m\nmlzJy3KMXdbnxy+e2inp3LrGjoitUBzxCsNQrCdHrsR9LiEpis+cOROaUABA//79Y7ZD8V5crcaK\nFSvwySefhFY9OK655hrMnz8fJpMJS5Yswa5duzB1Kv8MHwA2bdqEzZs3S+luwsTbAwkADc3OhCYU\ngDTBN9cm3vvLDc6gJldJZewC6Y1fgohGLrmXy60HvrNJMgblsGVpXsw0uZCX5ZJ7udjdWXNK8jl+\nf49wOxwphWEo1pMnF+I+V1AEAoG4Q+X77rsPCoUCV199NQKBAD788EMYjUasXbtW0pvYbDbMnTsX\nW7duhcFgQCAQgMPhQGFhIQDg9ddfR1tbG+68886EOl9fX49p06Zhx44dGDhwYELnhiMknGp3MKhr\n6AhVdVr48PaEbozlJXo8d98V6HB4sWzjv9DmiC1xxrWR8pSCYb1o9bSjRGeGVt1TIcXHMKFZOgCa\nsaeQdMUukLr4lROfXjcn5df84fvvpvya+YJccm+7g0kof5YV6/H8iisAZG/lPKF8LZXwvK7SamN+\nz3XkknubWly47TFpq2xKJbD5V1egpcODIZVFoRULj5fFnU/t5N1CncgYIFP0NpZ7A1/c59t3IZuQ\nFMWPPvooXnvtM/OhbgAAIABJREFUtZCG4tJLL8X8+fNFz3nvvfdw9uxZ3H777dDr9VAoFFB1Oxw6\nHA7MnDkT27Ztg8FgwN69ezFnTuoHI/EQEk7dfNV5WPn8p6hr7IDfj5AIa1C5CScaHZKvP35EOVZs\n2h26Dh9SjHF8fh+2HHgX++u/gt3VAquhFBMHjsXNo2fj5J9eC7lJKnU6AAH43R5oy8vIWTJJsiF2\nCUIIOcav2aSVZAzK0elisGLTbjjcXVknahXK1wsumAOVMn4u5nMJVhmMYJ0OeO3NOe0aLMfYLS81\nwKhXwen2xW2rUiqxZMPOiHHD+qWTJReGkRu9jeXewO+WPREBfwCtNTXkoC1TRFcqbDYbysrKBLc6\n9e/fX/DCLpcLq1atgt1uB8uyWLx4MdxuN1wuF+bNm4f33nsPW7ZsgUajwSWXXIK77ror4c739knv\n7987yPslLzJqeAWFaiUgotWKodCoQaeAMLG8RPpN8k9fvIVtR3bFvL7waDFK9h4RPbdy5jXkLJkg\nfRG7QPasVKRj9SERaKUiMeSae71eFss37ZY8seDj2snVshe1CuXrGcOn4tZxc+Oef+z3L/NWtIkm\nF3O7XHPvrGXvJ/U+AFDdvwgbl02NeIgZXRhGrhPl3sZyb5D6PQBy87uQrYhOj9esWYMXX3wRN998\nMxQKBQKBQMT/79ixQ/Bcg8GAjRs3Ch6fPXs2Zs+enXzPe4mYcEqoQkkiEwoAghMKhQJY94vLUF5q\niHsNhvVif/1XMa+r2QAKauOXvWvZtx+DF95ES4QJIPfYJQgx5Bq/Go0aj9x+KW5+cHvS15C7qFUo\nXwNATf1XuHHMbNHtI2IuwdHkYm6XY+x+c7y5V+eHi7ezyRyvt7HcGxL5HgC5+V3IVkQj+sUXXwQA\nvP3221lvdhdNos6ZqSQQCAq/pUwqWj3tsLtaYl43un0wONi458dzlvR2dMBVdwKGIYOhKSqK33mC\nIIgkqWtIfpUCkL+oVShfA4Dd1YIjzccx3DJUcDAm5hIcDWOzhXI77TFPHzsSEGrz4fcDn33bhEvH\nBrc5SSkMIwfixXKrpx0VpjLe41IRittEvgdA8LvQ/H97UDx+HI1jMoykyF6wYAGKioowZcoUTJ06\nFeeff366+5V2EnXOTCVKJULi73iU6MywGkphc0U+LXHqVXCZ1DDFmVhorRZeZ0m/14sDy1fBdfIk\nuA2ghqoqXLB+HZSavhViEQSRHwypLIJCEXywkgzWYj1KiuQ7aBbK10EUWPuPZ1BmsAjuSxdzCY4h\nEMC3655E4YgRaPv8c9pjniamTRiEv+050atr/PbPn+P17fLf7hROic4Mi6GEd2JhMZSiRGdO+tr8\neomeuE3oewAAgQC+++2zNI6RAZIie9u2bdiwYQPMZjM2btyIq6++Gg899FCau5ZeOOEUH0VG/mBU\nKhJ7D6HrDKkoiqljLYRWrcHEgWNjXmfVCnSNiu8k2qbs4n1ydWD5Krjq6hBSkPv9cNXV4cDyVZL6\nRRAEkShmkxaFhuRv9nIWtQLC+RoA/AjmWpurGduO7MKWA7FaIc4lWCquEydxdvvfgoOvQABMkw0N\nH23F8ZdfSe4DEDGMGJqaXRqc2d3LH9am5HrpRqvWwKTh301h1Oh7tfXp+MuvoOGjrYJxm+j3IASN\nYzKOpEmF3+9Ha2sr3G43AoEAWJZFSwv/slg2sWjWKFw7uRrlJXooFUHx9LWTq/GHVdNQ3b8Iyu6/\nTrCKQyFKzTpJ1xW7TnX/YDWIRFhwwRzMGD4V5QYLlFCg3GDBjOFTMX35w6iceQ0KyqwQevDHdnbC\n5eyMeM3b0RFcoeDBdfIkvB2926JAEATBh8fLQquR/gRdqUREbubcjuVMdL5WCtxma+q/AsPG6u6G\nLroFlTOvgba8HFAqoS0vh6GqKqE+tOzbDx8TW8KcSByPl4VF4N6vUAAKBONzxg+HYEjY/V6IPYca\n4PHG37qcaRjWCwfj4j3mZFy8sSsFMb1EeNzyfQ8qZ85AxYyrg68phJ/y0jgmc0h65DNx4kTo9XrM\nnz8f99xzT05sfwLEHbU3Lpsa4VPh8rC4/Ym/x72mAsD9t/0gtL0p+jpSVygi+qlU4dZxc3HjmNkx\ntaKrFy+C6rLxOLlyLfi+YganD82Np2AYNjL0mqvuBARr3Pr9cNWdgGasvCusEL0j0xWdiPyktYOB\nPQEtW8APrP3fS3He4BJZr1CEE56vjzQfx9p/PMPbTmhfOp9LcOfhI6i9/yHJfYinpSOk09rBoKXD\nw3tMAeCRqPhsdzD47Nsm/PbPn/OeI3ddEEerpx3N7lbeY83u1qQ1FWJ6ifC4FXPL9t26AM3/tye4\n5YkPGsdkDEkrFRs3bsTs2bOxe/durF27Fr/97W/x6aefprtvKcfjZdFgd4o+JWh3MDjwnS1UreGC\nc8tgNmlDGox4lJXoUWGJXDIMv06iMKwXjQ4bGNYLrVqDClNZzLJjWdUwOE38CcptUMFYWAwfw8Dd\n0Agfw8AwZDAEH6coldB2C/+49uF94Ag/ThAEEQ+PlwXT5UNpkbQVXyCYT7NpQhGNWWeCVR+raQMA\na9i+9PB8yv0MAPrKCqi0WvGczYPWauXV0hGJI3bvtxbHxqfZpMWlYytRXiJ8jpx0QXz3d4b1wuvz\nwqIv5j3HyqOpcDk7cero1zE7I8LxMQz8Xi+0Vv4tZXxx6+3oQOfhwxErDyqtFsXjx4mOYwxDBgv2\ng0gfkjL1ZZddhssuuwwdHR345JNP8OKLL+LVV1/FF198ke7+pQQhk7tbZozAK9u+Cb2uUijA+oMb\nicKNazTdFRsmjarAR/8+Lvpeqdrzm4jpjMFYCHZUNcDjWWF0+XDgjruhUiqh8rIhUzxDVVVQUxGN\n348vl94LzkSvy2zA0YFafDKmABaTBRMrR2PyF0607ttPwkCCIOLC5d//O3gGtjb+J75CyF1DwUd0\n7hbae64v0EEVCNbjb9m3D0yTDUq9DoACfo8nIrdqioqEczYPJRMuoipQKUKnUWPcuWX4277YLcPj\nzi3jjc9sMLvjG2NcNGA0EFDgszMHu2OXP4YmDBwbimu2y4vt6x+EuvYYjA4WtSY12FHVmL78YagL\ngm2ihdlKHf91SydN7FmNcLtRs/gOsJ09kxR1YSEm/P4FqPR60e+EoaqKqkBlCEmRvWHDBuzZswed\nnZ2YPHky7r//flx88cXp7lvKePnD2ogvNyeYOnTUHmHExIaVJPH7gWNnOrB8025sXDY17nuEm9ml\ngi0H3o0wneHEfQB4TWemL3844ovNzd8VADSsH+gWCXKCqH7TrwKAnupPYfjdPdsTCtpdOL/dBXeX\nHv+aADje/AiNR3qOc9cDQOYzBDbOL0/5NX+Y8isSfUl0/pWCXqvCjycNzgoNRTTRudvD8q/mnmg/\nje3rH4wwMPW7eyZd0bm18PzzJE8qFIlWFSFE+ZhnQsG9vmTeON5jXOzymd3JAb4xxvbv/hnRxsMG\n41Gv1oJhvbAaSjGh++EmR3QMFzpYYO8RbF//IGauXgegR5jNwcW5Uq+Hn2GgtQbdsocuuiXUJnpC\nAQQ1ojWL78DFr/0JAHDB+nWCVSyJzCBpUmGxWPDUU0+hujq22tCbb76JefPmpbxjqULM5K6uMb6Q\nhzOu0WpU2FfbyNvGYtbhN/dMSWp7Ex/JmM6oCzSYuXodWprOoObue2B0+UTfo+3zLzBu8zPwdnTg\nq1+tANvWLtq++jSDfaONqD7Nf4Mk8xmCIKIRy79iFBo0WDBjRFaU3gxHLHdHo2YDUEs0MB0473q0\nfc6/R5//nBoMXngz5eMUcLS+TbAQSqD7+LCBsduExDSbmSaROAUAU4ERa6fdh34ma8TYw+XsFIxh\nde0xuJyd0Ko1gsJstcmEkU8+Dl1Fv4hYddtsMRMKDrazE26bDfqyMig1Gozb+DT5bckISRn75z//\nOe+EAgDeeOONlHYo1YiZ3AlplaPb1DV0iF6ntcMDlyd11RykmM4I4exsgz7OhALoEUSB9YFtjz+5\nMjn9sLZ1odDJ/0cLXY8gCKKbZE1GOTFrtiGWu6Mxun0wSjQwddWdSMwMjPJxytj95ZleHQ+a3Rll\nM6EAEotTICjM1qgLYh5mNjeeEoxhg4NFc+MpUWG2t7kZSo0mZvLbWfu1aH+ij2uKilA8dgxNKGRA\nrx8DBZJ1MeojxERWUnRvCgVQaTFCpVTAbOR/6pNq4RVnoMT7XnFMZywVgwRF2+Fwgii3yg+FuTBu\ne4dRCXtxATqN/H80EgYSBBGN1AIX0chNzCqVEp0ZFgFhdjROvUpSri4oLYVSr0eBhf+ewAfl497D\nFXa5eFQ/0XaTL+zfRz1KHWJjDD6Exh1i4w2XSQ1LxaCQkR0fGosFfq83puBL4aiRvO05jOecQ4Vi\nZEqvp84KkVrBckBMMFVVUYS6M+JP6QMB4H/W/R0+v/DkKdXCK85AKXy/I0e4QIoPg7EQ7MihwL7v\nRN+j6KIL8fqjd8N6tBmFTn/c2eWxygJ4dEocG6DFuCOxTx7DBVYEQRCAeP4VY9KoClk92ZWCz+/D\nnw++B2eXU1J7Vq3A8QFajD0svlrRZbfj4K9WJNQXysfJw1fYRQiFArxbn+SOVq3BRQNGx2gohLiw\n/yjecYfYeIMdORQGY/CBZemkSRGailAbhwNf3v3LmIIv+rIyqAoL4ePbAqVW45uH11KhGJmSXVk7\nSYQEU6zfH3dSAUBwQpFqcXY4nBCqJqwyQ7RASogR1mFoBP+kQltejtJJE/HvE/sw7KAt5ngA4PW7\n6G9nUW6wwDRvCiq+cKJ1Xw0Yu51XYEUQBMHB5cdkqj9lE9HCVw6VQgVfgH9LqtDrklCpoNRogoU1\nlErA74emrAyWiydRPu4FfIVdhNBrskvzE0FA+gPhw7ajgseExhsjrMNCP3Px2LJvPxi7HUqtFn63\nO1QUhq/gi/WHl+Ds9o9j35Blg07cAucRmSUvJhV8gikAuPOpnbztFYrgCoUYCgWw7heXobyU38a+\nt4gZ3onhYxi01nzGe0xjsWDs00/CFeiC9Y6/JtQfa7sPj1z8C5SW9wcmAL6FN8cY0hAEQUQTnX9V\nSgW+qWvGhteFhcd7DjbglmtGZs1qhZjwVWiLsJoNoPp0cq7EAKC1lGLs00/B53RBZTTA53RRPu4l\niRYWcDF+NLW40jYOSBcM68VnZw5Kbn+qvQEdHgeKdKaI18XGG601n8N3KwOVVhthZOdpPItv1j4G\nxh07WeMKvgDBYjJSoUIx8qHX0+zCwvj78eVCuGBKTEAoRSYSCAANzdKWuXuDkOGdEKKiqNZW+Jwu\nnDh5WFBwLYQyALQd73l6o9JqQ8ZMBEEQ8eDyb3mpAb446cfe7skqobaY8NUP/g9rdPsSzsPhMPZm\n+Jwu6CsroCkqonycApIpLHDoWHOaepM+EhVq++HHifbTMa9LcccOR6XVQqnRgLHz/824c8SuK/W9\niMwg+hho8+bNoicvWbIEr776ako7lGo8XjZidYL7mRMQ8i1tdq8ki6LsFnBLgWG9vKsNHR4HTrSf\nxmDzAGjVGt42LmcnmhtPwVIxCFq1JrQ6wLDe0OvcvkUAIVEUtzwYjspohN/nQ0X/oThtVMKcwA3N\nrwDKzz0fPoaBt6U14Sdj3HmceJBWOQgiPwjPwTqNGh4vK+g2zGE167JCqM3ldp/PhyKtCe1M7B5w\nBRQIdBclVbMBGN0+MAVKqNgAOg1KmF3JTSw0paVw1p0A63DAUDUIKq02Is8K5VYpbfIVsXGBEOUl\neni8rCxX1fjGHgzrhZftgkVfArtb2sRCwypQ4VbDxwRXHrjrFhUZBccbfMUCOEdtjdUCL8+kQWu1\nQmU0oKu1DVqrRfLEggoTyIe0fQt8Ph/WrFmD48ePQ6VSYd26daiqqgod37lzJ5577jmo1WrMmTMH\nc+fGGrr17v17xFZNrW7otSoACni8bMhRW8ghe1C/QpxoELaaBwB/AFj1/L9Dmgq+eupCrtjzRs3C\ng7t+g5NtZ0JPsVQKFfwBf6jNjSNn4ZOnHwmZ2X2vVoZcsX0aNVi/DwVsIMa9UqXVCoqifJ2d+OLO\nu+DRKnFsoBrjjsYuvQtpKrzlZjS9+wGa9+4NJoPumRfn0C0klIpw0hRxjJWTyCrTsUsQvUEu8Rst\neLWadSg0aNDh9MLeLq6t+MEYebgOC8Hl9r2nvkSzW/wJaQABKPwBTP7cgep6BkWuYNZXAOjqRdrz\n2u04/MRTwV+UShgGDYTP7RYUsEa7Gssx/2Y6dnUaNSaM7Idtn9ZJaq8AsPqFT0NjCqGxQF/D65bd\nfwygCOCz04dgd7VAoyqIex0uboefYXHk7RXQllnROLQE20cpYfO0wmooxdWDClHCM6kwXzg2NGmV\n6qit0uvw1bL7wNjsUGik7c4AqDCBnBDN2kuWLOF9PRAIoL6+XvTCu3YFBWtvvPEG9u7di3Xr1uGF\nF14AAHR1dWHdunV45513oNfrceONN2Lq1KkoKytL5jPwEi22cjM9gjjOUXvmZUNx7eTqGAH3V9/H\nfkH44K4DAItnj4k5LuSKvbtuPzq9joi2nGCPa6P8y04M+6qnH+Gu2CovC+4WwOdeGSGKamqKeB8F\nAD3jx6jj/Ht5w9NhAMEVCm+/Ygy+MGqi4o906Ab4hVJCTppSzs0UmY5dgugNconf6Bxsa/PkjFBb\nSJQtxOTPHRFV87j8re2FTjsCvx+uEz2uz3y5NToXyzH/yiF2vz4ufVtQoPt/4o0F+hpet+zv/xHR\nhvHF1/NExy3TZENJkw3nt+rRNKEQNlczjF808Z7btOufOPfOOwCIjwPCCY/hgEC5WFVhIdR6PRWK\nkSmSptRvvvkmxo8fjxEjRmDEiBEYOXIkFi0ST0JXXnkl1q5dCwA4c+YMrNaeOsVHjx5FVVUVzGYz\nNBoNLrroItTU1PTiY0QiVWy1r7YRC2aMwHP3XYHfrbwSz913BeZeORwnz4qvUkSz51ADPN7IsoBi\nwr3oCUU0ajYA69HE9mly7pUAQqKoEQ+uEWxfIGHFXWUuxIUvbMLUZ59HexzRVMu+/TE1o30MI+ik\nGe/cTJLJ2CWI3iKH+E3WSZtjX21jTE6VC4m6EQcF2ZnJb1xuFcvFcsq/mY7ddgeDk43xK0IKwTcW\n6GsSjU8hxOK2+jQDNRuAuY0VHkt0dcFZf1ryOEAqPqcTox5/BOOf34Rxm59B9eJFsllpIyRuf3rx\nxRfx/vvv45lnnsG9996Lf/7zn/j8c+HKHaGLq9VYsWIFPvnkEzz77LOh1x0OR4TA22g0wuEQH2hv\n2rQprsaDQ6rYinNtrbQaUWkN/ikOn2iV5LTNf52eP2eiQqhwkhHwGRwsGk8fxeDBI0L7ZVsPf5vU\n+3P4O50ogFKSaIqx2eBpPAvj4J6laqliK05kpa+s6FV/U0kqYxdILH4JordkKvdyJOukzcGXU/sa\nIS1corm9t4Ls3sDY7eg8fAQFZnNcQa1c8m8mc29dQ0fC9/9w5BC3vRl7hCMWtyanH0a3D0PPiK88\nttbUwHLxxQmJruPi94NpaETx2MyvCBGxSIp8i8WCQYMG4bzzzsORI0dw00034c9//rOkN3jyySfx\nq1/9CnPnzsXWrVthMBhgMpngdPZUTnI6nXGrSC1duhRLly6NeK2+vh7Tpk2LaStVbMXn2jqkskiS\nUDvedTjHSpsr8coQTr0KnQkKqR1GJXb9v2cxrKELBR1udBXpUVeuxjng10hIIVz8JCTGChEI4Ou1\nj8Fy8cWhPbpionGh95ETqYpdILH4JYhUkIncy5GM4DWcTDpqC2nhFlwwByqlKuHcnkw+TyW19z8E\nbZkVSp2Wd9uJHPNvpnJvMvf/cOTgBN+bsUc4YnHrMCrh1KtwvL8OP/rSJdyXCRMkjwMko1TCMGRw\naq5FpBxJ25/0ej327NmD8847D7t27YLNZoPHIz5Dfe+99/Diiy+GzlcoFFB1L1ENGzYMJ06cQFtb\nG7xeL2pqajBu3LhefpQeOBfXeJj0BTFiQLNJiyEVRQm9H5+jNueKzUeBUnwux6oVOFVlEm0TjadA\ngfO/bUdBuwsIBFDQ7sK533WgS+BfWOj1cDjxEyf+jofXZkfDR1tx/OVXAEDyeXITWWUydgmit8gh\nfqXmYCH4cmpfwe1Ht7maEUAgpHPbcuBdAOK5nQ9WrcCxARnKb5z2zWYX3Mcup/yb6dhN5v4fTibj\nliPR+BRCLG6PDdCCVSvQXqyGWAV+48ABkscBUjFUVUFTlPy/EZFeJEX//fffj7fffhsrV67EO++8\ng+nTp8fM/KP5yU9+glWrVuGmm24Cy7JYvXo1Pv74Y7hcLsybNw8rV67EbbfdhkAggDlz5qBfv34p\n+UAc4S7aQk/LOl1e3lJw65dOxvJNu1HX2LMUqlICPj9CVaQYLxsSdgs5avO5Yl/YfzRqTh1AC9Mm\n2v+Dl1SisrAcmq/rYHCwYLu7qGYR8bPDqMTx/hoMFdj76NYAXX7AEKbJcmmAP80sxaWH3Kg+zcDk\n9MPHVZfq8kFbVhYjfuJ+bt67D16bTbTubrgRTYRo3GaDUqcDAPgZRrYiq0zHLkH0BrnEb3gOtre5\nYTHrYNQX4ERDp+BApLxEPKemG7H96DX1X+HGMbOhVWuw4II58Pl9+Pj7f4kOqjh2jw8+JKo+zaDI\n6YdfASgCgNOghEujhJEFjA62Z1VZoYBhcBX8fj88J0/Ff4NQ9ScPGHv3VhOe/KzU66E2meBtbpZl\n/pVD7Ebf/5VKIOAH77+zsvsfLN5YoK+JHnuYtUVoZdoTvg4Xt+ec6UKhyw+t1YrGocU4PEoJpacV\n/ZVFUIBfqA0A3o4OaIqKYhy1tRYLvG1tCHR1hdqqCwth+eElaPv8SzB2OwpKSxFgGLBOJ7h/CENV\nFS5Yvy7hz0H0HYqAkN1nFCzL4vDhw1CpVBg+fDiUysyXTeOWMHfs2IGBAwfytqlr6MDSDfxVOpQK\n4Hcrr0Slld9vot3BoK6hA0Mqi6DVqHj9LqQ8lQjfm9vqacfdWx8M1S0XQgkFnrnmYXicTjz+4eNw\n6IN/b6PbB6deFfGz0e3Dwg9beJedfAC2zCqFT6HAgCYGp8u1cJh6RE1qNgCT24fV167GIHN/yTXO\nWYcDX/1qhUDnlRj//KaIPbrkUxGLlPhNF59eNyct1904vzzl13xr3gspvybROxKJ3XCfitYOBv+z\n7u+87RQAnv3VVAypzNxTyEaHTTA/czm5wlQWanvX1gcSun64T4WuK4DV166CzmBCkUIHRYcTUKvA\nNDTCMGQwNEVFcDc04vP/vVPwesPu/AWMQwdH+FR0Hj6C2vsf4j9BqcSFzzwNpUaT1/lXSvxy93+9\nVo1fPfsvXlNcBYC1/3spzhtckvEVCj64scffjvwLW7/j/95JQcMC636wFP0HDovwqVB+V4/vHnpU\n8LxRax+K0D5Ee6S4bTZ01n6NwlEjoe+u4hXdxtvRAVfdidB3gpA3kr4Fn376KVasWIHy8nL4/X50\ndHTgmWeewdixvV9iSzcVFgPKS/j39sbb/2g2aXHBuT3l6sLFV4kIsThXbCByvyN3g3HqVWDVPcoH\nNRtAFQpRpNChxGJGQb9ysN37I9sLe96X+5kpUMKpV6DQHZv13FrAp1DAYVLhO5MR/qibJatWQNOv\nHypLB4AF0F6oQolKAaFaCpyTto9hoC0v490nqSkuhspo4D0PgGwqjRCZw71vuvTG89LXDyL9BJ20\ng7mqpAiC+bisRI8KiyHm9b5EbD+61VCKEp0ZQLeBmM+LEq05qSfAAFCqL0a50QqDsTA4cLLZYBgy\nOGIQpiktEcyz2vJylE25LGZiUGA2Q1NmFTQX01X0C01A3A2NeT25EIO7/3PeVkIxK9cJRTg/GDQu\noUlF9NikuMiC8sHnQNVdsIAb03iHaYV3LSgUUOr1IcM8IHjvZ2w2qIwGqLRaaIqKUHjeeaKTBU1R\nETRRomwycJQvkr4J69atwx/+8Aecf/75AICDBw/iwQcfxF/+8pe0di4VcHt7w+ulc2Ri/6NWrcHE\nytFwvPkRqk8zKHT60WlU4tgALf59oRGXfensXiK34et/LEfppEmYOG40th39Z8y1QoZKpxmYeCYU\nAGBkgFs/aIa9WIW3flICqGPXM8YPGI0/H3xPUJjIh5jJnrelBV8tuy8rzZcIgkgfcsvH0XD70fk8\nKCYMHAu1UoU/ffEW9p06INmNGICA+Z0dB3f8EvB28W7xUGqCZqbF48fj7Pa/xVyzePw4EXMxHW8/\nSidNhFKtxrHfv0x5WCJyj1k++IoNSCF8TBE+NjHM/VFEBTQOTVER9IMGwX3iROzFlEocXL4S2jIr\nSiZchPbab+A+dSoY5woF1CYTVDotGHtzd5sJUCgV3Vuls9fAMd+R9G3QaDShCQUAjBmTXaW8ovf2\nZnr/4+QvnGgMM5QxO/0Yd8SN/k1e9GvrcUPizIkmYwYwYSpq6r9CU9gTtGhjGj4UCBot9WvzYe7H\nrXhjhiV0rNxgwYSBY+H3B7Dtu1iTPgC4dZywY6mYyV62mi8RBJFe5JaPo+HTwk3ofsiSqOkdh5D5\nHdscNTHx++Gqq8OB5aswbuPTAIDObw/zXjP89VhzseB7KfX6GP0a5eHEkXvMRsNnfieF6DjlxiYt\nn3wJTLyR9xzzqBH8kwpfcCzDNNnQuG175LFAAGxnJ9jOzrA2f41oQmOI7ETSpGLChAn49a9/jblz\n50KlUmHr1q0YMGAA9u/fDwCYOHFiWjvZW1QqJRbPHoMFM0YkpIVIBz6GQeu+/bzHrO389qqt+2qw\nYOEzuObcK7Fk6xoEEEjKUMna7oPO44dHp0SprhiP/3gltGoNfvnXR3jbhwsT+eBM9gbOux5f3rMM\nXdE3SPSItoM/C5svccJugiByGznlYz5UShVuHTcXN46ZHeFTIcVUrEhrghrqiEIcyeRq18mT8HZ0\nhH4Wa6Pl0bbqAAAgAElEQVTSagVza0GhCSOefDxiyxPl4cSRe8yGk6z5nVicFtTWweXshMEYWcLX\nxzBorfksqX5KhcYQ2YWkb8U333wDANiwYUPE688++ywUCgVeffXV1PcsDYTv7c0UYoZwSgHtNmdO\n1KhsDwkIkzFUUgYAa1sX6iu0aPO0w8W64WLdgkY5dlcLWj3tIT2IED6nC10traJ9B5A15ksEQaQf\nOeRjMcK1cIA0U7FOxhkj8k7K/M7vh6vuROhnsTbasjKR3Noc2kYFiN9/KA/HR+4xCyRvficWpwYH\ni+bGUzAMGxnxulSD295AY4jsQtK3Y8uWLenuR04g5MAajpgRjF8BqHgmFpw5UUWXBgooEEAgKUMl\nvwKwFxcAiBQdShEmiiH2maQY6MnRfIkgCCKcEp0ZpTozmj3C5cBL9cVQQBGht0jK/E6phLayIjgZ\nEBLCdpuAqbRayblVaq4m5I/QeCNZ8zuxOHWZ1PCZDGBYb8R7pdzYjgcaQ2QXkiYVp0+fxpo1a3D6\n9Gm8/vrrWLZsGR5//PE+L4MpV+I5sIaj0mpRMmkiGj/aFnMde5ES/dpjv9CF48Ziy9fvY3/9V6Gn\nYJwxTTxNRcT1zSp4dEGh9oSBY0PJQUyYKDQ5iv5MQqLtcGMlKW0I+ZGOMrEEkU14WS/u37FedEIB\nAM4uFypMZRGTimRyNfx+1K6+H6WTJsFQVQVXXV1Mk3ATMKm5VWquJuRLvPGGVq3BRQNGY/t3scVd\nxBCL07qBOvzxH0/FvFcwniaigWc8kypoDJFdSJpUPPDAA7jtttuwYcMGWK1WzJw5EytWrMDrr7+e\n7v5lBXyiKDGh8+5xRjiO6EPGc47uCgv9z/LvZ/x23z+xzRI7Cw8a0ygwvIGFsdMbe2IUZ6wFIXE2\nJ0YExIWJUokxt+ExVpLShiAIQm6s2bEedW31cdt5WAZ1bfUYUjwQTq8bNlczFFCETMRGHnNDy0p7\nT06E2m/6VQC6tRUCJmCJ5FbKw9mNpPFGQMF3alx2jzehUGtCv+OtMDhYOE0qHO2vwe4L9RHu8uHv\nFfBLsjoDFIrgf+HVn/S6YPUna7BCVLD6Uw2NIbIYSZOK1tZWXHbZZdiwYQMUCgXmzp1LE4pupDqw\nRrRvOATbhEL850JTqBa0mg3gvwWeZJW0dYUE1uEU6c2Y9+DjMPvVOHD3MnhbxPdRTmw3YtEVK2LE\nVkLCxETgRNuDF94kWD9aShuCIAg50eFx4GTbmYTOcXndWPfjlXCxbhjUerhYN3QzlPjm3hXwN/Pr\nz4Ro+/wLjNv8DHwMI2gClkhupTycvUgZbwDAZ2cOJnX9gFKB/Rdb8Ojyx9By9hR+e+gNnO2K9WHh\n3kvtC6C1pkbixQMY+5v18DkcoRjm85sYvPBmGkNkMZJssXU6HRobG6FQBGe/NTU10GgSG3TmKmKi\nKE7oHM5Zhz3UnlUr0F6oBqtWwNrWJfiPwQmsw1GzASjsrehi3PA5XfC2xr9Rsc2tQddWAThhYqIT\ninA4kzv6ohMEkY0wrBeNDhsYNrj6e6L9NILOEtKxuVrQ5ulAhakMRTpTMK+6uuBvEd8+xdufbhFq\nUDtRJppbE8m/4W05IzwyJpU3UsYbiQq11WwA5k4WajYQuo5H5Yeh/wA0dXWIvleiQm33yZMoHjsm\nNCnmi9fo1/hik8YZ8kXSSsWqVatw++234+TJk7juuuvQ3t6OjRs3prtvWYFUB1ZuH+S+UwdiqoMA\nQQG1H+B1sg4XWEeb05ze8wjcEydAY7XwOqiGk2kxExnXEAQhV4T2ql933lVQQpnQxCKAAJ7413OY\nNOiC0P7zZEWtGosFZz74EK01n6U8b1JOzi5KdGZY9CW8xosWfUlovFGqK0azR/xBo5DR3eHLBksu\n4qIuCCQU04WjRsZv1A3FZnYiaaUiEAhg1qxZeOutt2A2m+FyudDeHrsklo9wDqx8hAuduX2QQi6s\nHp0S9mL+L0pLsTq09YkzpzE7/VAC8NrsaNy2HWqjKW5fMy1m4oxrmCYbEAiE9gwff/mVjPWJIAgC\n6MnRNldzxP7x9w//DVXF/RO+nt3dgm1HdmHLgXcB9IikE0VtNKJx2/a05E3KydmFVq2BSWvgPWbU\nGqBVa6BVa+D1d/G2CSd6LMEZ3V1V6w9dJ97YJpGYVhcWQl8mXp4+HIrN7ETSpOLRRx/F+eefj2+/\n/RYmkwnvv/8+rVSEseCCOZgxfCrKDRYooUC5wYIZw6eGhM5SzWje+kkJzhar4FMAAQA+BXC2WIW/\nXzsUV53zI1RqSgTNaXwuFyqung5teTmgVEKp10Op1wMKBbTl5aiceU1GxUzxTJdo2Z0giEwRb6/6\n/VPuRpU58YkFdz63lWrooltQOfOaUJ7WlFnRZdCEcr4fgF+pCOXtiqunw+fi37La27xJOTn7YFgv\nHF4X7zGn1w2G9aLD44BToA0QXNHQsMA5Z/gnHhXH20L/9vHGNgB/TCsKCiKuqS4sxITfvyD5c1Js\nZi+Stj/5/X5cdtllWLZsGX7yk5+gsrISPh+/+3M+Ek/oLHWPo1+txBszLNB5/LC2dcFeXACPTgll\nVweuOe9KXN/vMhx65V7ecxm7Hf2vm4UhP18YEjABkI2YiUyX5AWViSWIHuLtVXeybvzqsv/F3Vsf\n5N2+Kka4iaiQ0NTRYkfTd9+i/NzzoTcWho55W1rRuP1vvNftbd6knJx9tHra0ezi39bU3B1nNmeL\n6Fa9xRPmo8ytxMm3H+A9Hv5vL6WIi1BMu202dNZ+jcJRIxNaoQAoNrMZSSsVer0eL7/8Mvbu3Yup\nU6fi1VdfhdFoTHffZIWQkC1c1CckdOZ0F3woERS/h4ulPDol6iu0oS1P3P5FU1k5tGVW3utwegmG\n9cLuagHDeiWJmfpKoMftJ+Yj01oPgiDyg2gRNodYjubyb3A/e7FgG6s+8nwup/fTFMeYiLIqBdoL\nVXA7O9H21UFo1BpUX3wZTKXWiLwtnjct8Hu9SeduysnZR7w4VUEFV5cLCvCXlFVCiUFF/aEqNkNj\ntfC20VqtCBQZI74n0WMbKeMGTVERCs87L6JSmdTxBsVm9iJppWLDhg14++238eyzz8JsNuPs2bN4\n+umnRc/p6urC6tWrcfr0aXi9Xtxxxx2YNm1a6Pgf//hHvPPOOygtDX5BHn74YVRXV/fio6QHIbFQ\n1a0347VD70kyvNOqNbio/xhs//4fsdf3+/EjHrHU7vEmBJTBxBDSZqiFzV+KJ4zHX59+COraYzA6\nWNSa1GBHVWP68oehLoit5tTXIqhsMl3Kldgl8hOK31ikGIaJmYCqlSpsOfCu4NaTCf3HQqlUYNuR\nXTECWJ/Zg9P21zB00S3wK4Lajc/qvsTU947C2s5CGQAUYd4TyrDKimJ5s6uzE1/e/cukc7ccczLF\nrjhicepmGSzder/oKoVRY8BDu34Du6sFPyn34XwefXXj0GL8ceeTvN8TvnFDyYQJ3f4S+8HY7NBY\nLVAbTfC5nGFji4kI+IPlZ6WMN+QYm4Q0JE0q+vXrhyVLloR+X758edxzPvjgAxQXF2P9+vVobW3F\nT3/604jkUFtbiyeffBKjR49Oott9BycW4uDEQl/bvsO2YT3lAeMZ3kHBv2TOiaU4OLEUoMC3Pxoc\nY0InZP7yddNhlOz7PtSu0MECe49g+/oHMXN1j0lSvM8FANWLF4n9SZImW4xrciV285FPr5Nm2PjD\n999Nc08yB8VvLFIMw8RMQKPPj0ERwIILrgcA+N7+GOeH5XRluyuUW/81wYRtR3bhhm3N6NcWtoXY\n74errg4Hlq/CuI2RD+yi86ZSq4Xf7Ybf7QHQu9wtt5xMsRsfvjh1sww6vQ7Bc5RQwqgxoNPrCLX7\neIwa7i49RjcpUNDhgdZqRePQYmwZ2oqAK/hAM/p7wjduaNz214j38trsEZUog/EZ6bgtJWblFpuE\nNCRNKpJh+vTpuOqqq0K/q6Jmo7W1tXjppZdgs9lw+eWX4/bbb09XV5JGTCykrj0G9eASsOrIZUYh\nw7vPTh+KvQYbEBReT2zV8xrV8e1fZFgvjvzPfwv20+XsjLhOPBHU4IU3peVJQLYY1+RC7BL5C8Vv\nJFINSoX2j0sptPH56UO4aex/YcHI6/B50w54edo079uHz62l3Zo5fk2i6+RJeDs6IraMhOdNT+NZ\nfL32MXjdsUapyeRuueVkit34RMepCios3Xo/b1sllLj30v9GdclgPLTrNxETj4BSgX9NKMR3mhI8\nMvEOFJQEVyi4CUU4NfVfYe7wqwXHDckiFrNyi01CGmmbVHCaC4fDgbvuugv33HNPxPFrrrkG8+fP\nh8lkwpIlS7Br1y5MnTpV8HqbNm3C5s2b09VdXsTEQgYHC6Pbh/bCyD9huCiPQ0gEaHT7UOjkX6oM\nGdVFTSo4uH23ANBcfxRGByvYz+bGUzAM66kPnWkRVHjf5UiqYxfITPwS+Uku5N5UIsUwLDxfc/vH\npZwffR1zpw9ee2xdfwDw2u3wNPthdbLCYka/H666E9CMHRNzSKXVQqnRCF6/N7lbLjmZcq90uDg9\nePaw4JYnP/wwaAzwwScYw2e9bXAX6+AOeES/J82NpxIyupOClJiVS2wS0kjbpAIAGhoacOedd2L+\n/PmYNWtW6PVAIIBbbrkFhYXBAfOUKVPw9ddfiyaHpUuXYunSpRGv1dfXRyyNphoxsyKXSQ2nPnYv\nYLjhHYeQQZ5Tr0KnUQkzz8QiETGSpWIQak3q4JYnnn5aKgZJ/lwkggqSytgFMhO/mcC9b3rKryl1\nSxPRQ7bn3lQSz6DUoNaj0WHjrWzDsF542a64ZmJSzMA0Vit0llLYC5oFjU6hVMIwZLDg++RD7qbc\nK40OjwMn2k+jVGcWNGdUQonB5gHQqjWSTHrF2lgqBuFsEuaNYuRKzBI9SKr+lAx2ux2LFi3C8uXL\ncf3110ccczgcmDlzJpxOJwKBAPbu3SvLPZIqrRYlkybyHusaOTRm6xMQaXjHoVVrML5/7Odj1Qoc\nG8C/nJeIGMlgLAQ7il+sxo6qjtlCJWZYQyKo3IhdIn+h+I1EzMTLoNFj1SdP4O6tD+KXf30Ef/ri\nLfj8Pvj8Pvzpi7dw718fxq/+tjauO7EUMzDLpEkYP+RCUaNTQ1VVxNanaHI9d1PsxsfLenHf3x7D\n/7y/Amv/8QyWbV8LlZJ/KDeouBJFOpMkI7t4bQzGwqTMG8XIhZglIknbSsXvfvc7dHR04Pnnn8fz\nzz8PAPjZz34Gt9uNefPm4d5778XChQuh0WhwySWXYMqUKenqSq/YPc4IxxE9qk8zMDn9cHRXZzJc\nNRYzVGpeUR8f39q+531993gT9AU6DDvNhMRSyYiRpi9/GNvXPwh17TEYHCxcYdWf+CARlDC5ErtE\nfkLxGwufuNWg0aOurT7UJlyUCkBcmN1NmcESqo7DIZZbB3c/h/qH5ktcLlD9KR65nLspduOzZsf6\niLj1ww+/n3/703mWYaGfxQoRSG3DF3slEy7qrv5UA8Zuh8ZigdpohM/lCovPCd3Vnz7LuZglIlEE\nAoHEnHxkBLeEuWPHDgwcODDl12dYL37510dgczVDzQZgdPvg1KvAqoPOkk9fHTSPETKF4ejwOPA/\n768QWJ5UYNM1j6K0wJgSMZLL2YnmxlOwVAyKWaHgw8cwJILKEOmOXzHmvnlHWq6bju1P6eDDp6/L\ndBeymkzGbm9gWC9aPe0wqIMrFHxbPcr0pQggALtbeHXCoi/Bqh8tQT+TVTDvi+VWrh8mrwJsfQMM\nQwaLrlAken1CnGyNX7GxBB/cOCW6cEy8MUu8NnyxF/2alDZE7pFWTUW2Ey7QY9WKCFF2uMAvXNTH\nx4n20yJCqgAanTaU9StNiRjJYCyMEGXHg0RQBEHkC5y4tdFhExalulsAAfMwjlZ3GzTqAsFBGSCe\nWyPE4KX8Jl/xoNydf4iNJfiQUoiAj3ht+GIv+jUpbYjcI22aCrnj8bJosDvh8fJXTQLE3SuLdWYY\n1HpJ7zXYPABKgT81J6RKFUKOsQRBEHJASu5NN6LOxPpSQedsjlJDCbw+L2+epRycP/R1LIuNJfjg\nKxzT4XHg4NnD6PAI+1oQRLLk3UqFz+fHyx/WYs+hBtja3Cgr1uMHoyuxaNYoqFSRX1Yx98oWTxtW\nffKEoIt2OEU6EwaZK3Gi/XTMsUHmoJCq158rjmMsQRBEJkkk96YbrVqDiwaMxvbv/hlz7KKBY6BU\nKEU1FQ6vC8u3PxaRZwFQDs4TMhXLYmMJPsILx3hZL9bsWI+TbWfghx9KKFFV3B+PTlsOjciKG0Ek\nQt5NKl7+sBYf7D4W+r2p1R36ffHs2Nrg4cKlpqj9t3FdtMM4r2wYbyI4r2wYT+vEkeIYSxAEkSkS\nzb1pJyCwxSmgwIILg3l/f/1XsLmaQyU7dSoNPD4vPGzQzVpM3E05OHfJZCyfX3YO71iiqqg/PCwj\nKMLmE3jXtdVjzY71eOqqX6e1z0T+kFfbnzxeFnsONfAe23OogXcJk3OvfPzHK1EqsCReU/+V6FI3\nw3rxxZla3mNfnqnt9TJ5PMdYWoYnCCKTJJN70wnDevHZmYO8xz4/cxCs34dbx83Fb65+AM9e8whe\nuu5JbLjqfpg0/KvK+08dwL5TX/IeoxycW2QylhnWi8/PHOLvF8vg8R+vxDPXPIynr34At46bG1oh\n6/A4cLLtDO95J9vO0FYoImXk1aSitYOBrc3Ne8ze5kZrByN4rot1o9Xdzn9utxhK8H0lOLpKweXs\nxKmjX8Pl7Ix4/azDnpLrEwRBpIPe5N609EdiTuYEq0U6EzTqAjQLVISyu1vQ7G6Le71ofAwDd0Mj\nfEzffn4ieTIZy/Hi1sW6UWEqiykgIF4sxh+z8iE01iCIeOTV9qeSIi3KivVoao1NCNZiPUqKhEuc\nxXNljRZDpepcAGC7vCEPCqODRW23B8WPlz2AP3/9IfadOoAA+CsDS7k+kTukq1QsQfSG3uTetPQn\niZxcojPDoi/prg4ViUVXAiggUIZWga2H/x7x5Djg8+H4y6+gZd8+MDY7tGVWlE6ahKGLboFCRfoL\nOZPJWC7RmWExlPBOLCwi93pO4C3mug0IjzWmL38Y6gLSXRDxyauVCp1GjR+MruQ99oPRldBphOdY\nUhwp03EuAGxf/yBK9h5BoYOFEkChg0XJ3iN489F7se3ILt6bXCLXJwiCSCe9yb3pIJmcrFVrYNIa\neM8x6YyYNOhC3mN++PG37/+FLQfeDb12/OVX0PDRVjBNNiAQANNkQ8NHW3H85VeS+DREX5LJWNaq\nNTBp+GPQqNEL3uuLdCZUFffnPVZV3D9ULEZorLF9/YMp6T+R++TVpAIAFs0ahWsnV6O8RA+lAigv\n0ePaydVYNGtU3HMXXDAHM4ZPRbnBAiWCBngzhk8VdNFOxbkuZyfUtcd4j1mPBk35eI8ZSiX3jSAI\nIt30Jvemg0RzMsN64fC6eI85vW7MHTULPzlnimDJT05b4WMYtOzbx9umZd9+2gqVBWQqlhnWCwcj\nEIOMS1S78+i05RhSPDAUn0ooMaR4IB6dthyA+FhDXXuMtkIRksir7U8AoFIpsXj2GCyYMQKtHQxK\nirSSnyxwou0bx8yO60iZqnObG0/B6OAXfpmcfhjdvghTPiBo27TyR79AVQr9LwiCIHpDb3JvWvqT\nYE5u9bSj2cWvqWh2taDD68DM86bh4+9jy9QCPdoKc6cPjM3O24ax2+FtaSWDMJmTqVhu9bQL6nqa\n3a0xRnfhaNQaPHXVr9HhceBE+2kMNg+IKGcvNtYwOFg0N55KyFiXyE/ybqWCQ6dRo9JqTCoRcOK9\nZLYVJXqupWIQnCb+PjqMSjj1sftvywwW9DOKO2YSBEFkgt7k3nQgNSeLGuZ172cv0ZlRZrCIttGU\nlkBbxu+irbVaoSktSewDEBmjr2NZSgzGo0hnwph+58X4Y4mNNVwmNSwVgxLvMJF35O2kIlswGAvB\njqrmPWYfZgGrjq21TjoKgiCI1CJFhyGljUqrRemkSbxtSidNhErbt6J1InvorT5TDLGxBjuqGgZj\nYdLXJvIHmlRkAdOXP4zWi4ej06SGD0CnSY3Wi4dj3prfJq3xIAiCIBJDig5DSpuhi25B5cxroC0v\nB5RKaMvLUTnzGgxddEsmPhaRRfRG2xkPobHG9OUP977jRF4gj/VnQhR1gQYzV6+Dy9mJ5sZTsFQM\nCj01SFbjQRAEQSSGFB2GlDYKlQrVixdh8MKb4G1phaa0hFYoCEn0RtsZD7GxBkFIgSYVWYTBWMgr\nlOL2BBMEQRDpR0rOldJGpdWSKJtIinTe94XGGgQRD5pUJAHDemllgOgzPr0ugWXt+eXp6whB5AGU\n34lsgOKUkCNpm1R0dXVh9erVOH36NLxeL+644w5MmzYtdHznzp147rnnoFarMWfOHMydOzddXUkZ\nPr8PWw68i/31X8HuaoHVUIqJA8diwQVzQk6pRPaTi7FL5A8Uv8lB+T3zUOzGh+KUkDNpm1R88MEH\nKC4uxvr169Ha2oqf/vSnoeTQ1dWFdevW4Z133oFer8eNN96IqVOnoqxM3lt4thx4F9uO7Ar9bnM1\nh36/dVz+JbdcJRdjl8gfKH6Tg/J75qHYjQ/FKSFn0lb9afr06bj77rtDv6tUPTPoo0ePoqqqCmaz\nGRqNBhdddBFqamrS1ZWUwLBe7K//ivcY55RK5Aa5FrtEfkHxmziU3+UBxa44FKeE3EnbSoXRaAQA\nOBwO3HXXXbjnnntCxxwOBwoLCyPaOhwO0ett2rQJmzdvTk9nJdDqaYfd1cJ7jHNKJbF0bpDq2AV6\nF78bSSdBJECu5d6+gPK7PJBb7pUbFKeE3EmrT0VDQwMWLlyI6667DrNmzQq9bjKZ4HQ6Q787nc6I\nZMHH0qVLcfjw4Yj/duzYkba+R5MKJ0sie0hl7AKZj18iv8il3NsXUH6XD5R7haE4JeRO2iYVdrsd\nixYtwvLly3H99ddHHBs2bBhOnDiBtrY2eL1e1NTUYNy4cenqSkpIp5MlIS9yLXaJ/ILiN3Eov8sD\nil1xKE4JuZO27U+/+93v0NHRgeeffx7PP/88AOBnP/sZ3G435s2bh5UrV+K2225DIBDAnDlz0K9f\nv3R1JWVwjpU1YVUXJnRXXSByh1yMXSKSWcveT8t1P3z6urRcNxEofpOD8nvmodiND8UpIWcUgUAg\nkOlOJEt9fT2mTZuGHTt2YODAgX32vlQfmkgFUuN37pt39GGveod73/RMdyGjyGFS0RdkKvf2BZTf\nc59ciF+KU0KOkPldEpCDNUEQRG5C+Z3IBihOCTlCkwqCyCGkrhToJ21P+TUJgiAIgshf0lr9iSAI\ngiAIgiCI3CerVyp8Ph8AoLGxMcM9ITJBRUUF1OrsDWGK39yjvr5eUjuKXSKbofglspVsj125k9V/\nWZvNBgC46aabMtwTIhNks8gOSFf87pTW7KM0XJPANIl/V4pdIpuh+CWylWyPXbmT1dWfPB4PLrjg\nAnz88cdQqVSZ7k6fwFWsyAfifdZsf+Lg8Xhw6NAhlJWVicZvNv6bZ1uf+7q/+RK7qURuMZXP/cnV\n+JXbv2k8sq2/QOb7nO2xK3ey+i+r0+kAAIMHD85wT/qWfJpl5/Jn1el0mDBhgqS22fh3yLY+Z1t/\nM0kisZtK5PZvRP3JTsTiN9v+htnWXyA7+0xIg4TaBEEQBEEQBEH0CppUEARBEARBEATRK2hSQRAE\nQRAEQRBEr1A99NBDD2W6E73l4osvznQX+pR8+rz59FnFyMa/Q7b1Odv6m4/I7d+I+pN7ZNvfMNv6\nC2RnnwlpZHX1J4IgCIIgCIIgMg9tfyIIgiAIgiAIolfQpIIgCIIgCIIgiF5BkwqCIAiCIAiCIHoF\nTSoIgiAIgiAIQsa89NJL+P777zPdDVFIqE0QBEEQBEEQRK9QZ7oDBEEQBEEQBJFr7N+/H08//TQA\nYOLEifjyyy8xbNgwfPvttxg0aBCefPJJtLW1YfXq1XA6nSguLsa6deug1+vx61//GseOHQMArF+/\nHi+88AJuuOEGVFVVxbQ/e/Ys1qxZA4VCEbpuJsj67U/Nzc2YMmUKjh49mumupJUXX3wR8+bNw3/9\n13/h7bffznR30kpXVxeWLVuGG264AfPnz8/5f1s+urq6sHz5csyfPx/XX389duzYkekuxcXn82HV\nqlW44YYbcNNNN+HkyZOZ7pIk8iWHZCNy/R7ILWby6f6Qavx+Px544AHMmzcPCxYswIkTJzLdJckc\nOHAACxYsyHQ34iLX73FfsGPHDtxwww144403UFVVhUAggMsvvxxvvPEGCgoKsGfPHrz00ku49tr/\nz96dhzdVpv0D/2Zpkqb7CkiFAooLIsoq74iKRUWEQcWFRVCYQUVwQxkBkUF9FZCR0UER5fcyyq6O\noqCOIhVFdGSTHQZFKFja0i1d0mzN8vujJKTtSXKynqT5fq7LS9qcnDxt7/Oc82z380esWrUKgwcP\nxpo1a/Dtt98iMTERH3zwAf7yl7/gyJEjrnMKHf/jjz9i0KBBWL16Na699lo0NDRI8vPG9EhFY2Mj\n5s6dC41GI3VRwmrHjh3Yu3cv1q1bB6PRiBUrVkhdpLD67rvvYLVasX79evzwww947bXXsGTJEqmL\nFVEbN25Eeno6Fi1aBJ1OhzvuuAMFBQVSF8urrVu3AgDWr1+PHTt2YP78+XjrrbckLpV38VKHxKpo\nvA6iLWbi7f4Qalu2bIHFYsH777+Pffv2YcGCBVFfbwHA8uXLsXHjRiQmJkpdFJ+i8TqOlAcffBBv\nvvkmPvroI1xxxRWw2+3o168fAKBnz544fvw4fvvtN9c13NjYiCuuuAIKhQJXXnklAKBv374Amp6N\nAAge/9RTT+Gtt97C/fffj86dO0v2+43pkYqFCxdi9OjRyM3NlbooYbV9+3Z0794dU6dOxcMPP4wb\nbkHp/CcAACAASURBVLhB6iKFVZcuXWCz2WC326HX66FUxnTbNyBDhw7F448/7vpaoVBIWBpxhgwZ\nghdffBEAUFJSguzsbIlL5Fu81CGxKhqvg2iLmXi7P4Tanj17MGjQIADAVVddhUOHDklcInE6deoU\nM51t0XgdR8rnn3+OMWPGYNWqVTh58iR+++03HD16FABw4MABdO7cGZ07d8a0adOwatUqPPPMMxg4\ncCAuvPBCHD58GEBTjL7++uuucwodv3XrVvzhD3/AqlWroFKpsGPHDkl+3ph9Wvv444+RmZmJQYMG\n4Z133pG6OGGl0+lQUlKCZcuWobi4GFOmTMGXX34JmUwmddHCQqvV4syZM7j11luh0+mwbNkyqYsU\ncUlJSQAAvV6Pxx57DE888YTEJRJHqVTimWeewddff41//OMfUhfHq3iqQ2JVtF0H0Rgz8XZ/CDW9\nXo/k5GTX1wqFAlarNeo7s2655RYUFxdLXQxRou06jqTLLrsMTz31FFJTU9GhQwd069YNK1euxN/+\n9jdcdtlluO6663D55Zfj2WefxbJly+BwOLBw4UJ07NgR3377Le677z7IZDK8/PLLePPNNwEADz30\nUKvjnVPMtFotUlJSXKMhkRaz2Z/GjRsHmUwGmUyGo0ePIj8/H2+99RZycnKkLlrI/e1vf0NmZiYm\nTZoEAPjjH/+If/7zn8jKypK4ZOExf/58qFQqPPXUUygtLcX999+PTZs2Qa1WS120iCotLcXUqVNd\n81BjSUVFBe655x58/vnn0Gq1UhdHUDzVIbEsmq6DaIyZeLs/hNr8+fPRq1cvDBs2DABw3XXXYdu2\nbRKXSpzi4mJMnz4dH3zwgdRF8SmarmMpjR8/HosXL26z95nobop7sWbNGte/x48fj3nz5rXZP1Kf\nPn2wcuVKTJw4EeXl5TAajUhPT5e6WGGTmpqKhIQEAEBaWhqsVitsNpvEpYqsyspKTJo0CXPnzsXA\ngQOlLo4on3zyCc6ePYuHHnoIiYmJkMlkUT3MHU91SKyKtusgGmMm3u4Poda7d29s3boVw4YNw759\n+9C9e3epi9TmRNt1TOETs42KeDJ48GDs2rULd911FxwOB+bOnRvVD2vBeuCBBzB79myMHTsWjY2N\nePLJJ6O2tztcli1bhrq6OixduhRLly4F0LQwL1oWhwq5+eabMWvWLIwbNw5WqxWzZ8+Ou9ElCq1Y\nvA4iLd7uD6F200034YcffsDo0aPhcDjw8ssvS12kNofX8XmrVq2SughhFbPTn4iIiIiIKDrEdPYn\nIiIiIiKSHhsVREREREQUFDYqiIiIiIgoKGxUEBERERGJZLJYUVrZAJPFGrHPPHbsGHbt2hWxzwsE\nsz8REREREflgs9mxYtNh/HSoFBU1RuSkJ+KaKzpg0ogeUCjC20+/efNmZGdnS7axnRhsVBARERER\n+bBi02Fs/P6E6+tyndH19eTbewZ0zpMnT2LWrFlQKpVQKBR45ZVXsHr1auzatQsOhwMPPPAAevfu\njQ0bNiAhIQE9evRAfX09XnvtNajVaqSnp+Pll1+G1WrFE088AYfDgcbGRjz//PO45JJL8Oqrr+LQ\noUNoaGhAt27dMH/+/JD8LoSwUUFERERE5IXJYsVPh0oFX/vpUCnGD7sMGpX/j9U//vgjevTogZkz\nZ2L37t3YvHkziouLsX79epjNZtxzzz1YtWoV7rjjDmRnZ6Nnz54oKCjAunXr0K5dO7z33nt46623\nMGDAAKSkpODVV1/F8ePHodfrodfrkZqain/+85+w2+247bbbcPbsWbRr1y7YX4cgNiqIiIiIiLzQ\n1ZlRUWMUfK2yxghdnRkdsv1/rL7rrruwfPly/PnPf0ZKSgouvfRSHD58GOPHjwcAWK1WlJSUnC+H\nTofk5GRXw6Bfv35YvHgxZsyYgaKiIjzyyCNQKpWYMmUK1Go1qqurMX36dGi1WhgMBjQ2Ngbw04vD\nhdpERERERF5kpKqRk54o+Fp2eiIyUtUBnbewsBB9+vTBe++9h6FDh+Ljjz/GgAEDsGrVKrz33nu4\n9dZbkZeXB5lMBrvdjoyMDOj1epSXlwMAdu7cifz8fOzYsQO5ublYsWIFpkyZgsWLF2Pbtm0oLS3F\n4sWLMX36dJhMJoRzz2vuqE1ERERE5MPyTw42W1Ph9MdBXQNeU3H69GnMmDEDCoUCcrkcM2fOxKZN\nm3Dw4EEYDAYMGTIE06ZNw7fffotXXnkFc+fOhd1ux+uvvw6ZTIa0tDTMnz8fMpkMTz75JIxGI+Ry\nOaZOnYpLLrkEDz/8MBQKBVQqFUwmE2bNmoU+ffoE+6sQxEYFEREREZEP7tmfKmuMyI5g9qdYwEYF\nEREREZFIJosVujozMlLVAS3ObqvYqCAiIiIioqBwrIaIiIiIiILCRgUREREREQWFjQoiIiIiIgoK\nGxVERERERBQUNiqIiIiIiEQyWy0o01fAbLVIXRSXbdu24f333/frPUuWLMG6detCVoaYzoNltVpR\nVlaG9u3bQ6mM6R+F4hDjl2IVY5diGeOXAmWz27Bq/0fYVXwAlYZqZGsz0S/vSozvNQoKuULSsl13\n3XWSfj4Q442KsrIyFBQUoLCwEHl5eVIXh8gvjF+KVYxdimWMXwrUqv0f4Ytftrq+rjBUub5+4Op7\nAjrntGnTMGHCBPTv3x8HDhzAG2+8gezsbJw6dQp2ux1PPPEEBgwYgOHDhyM/Px8qlQrjxo3DwoUL\noVQqkZqair/97W/YvHkzTpw4gaeffhpLly7Fli1bYLPZMGbMGIwePRorVqzA559/DqVSib59+2LG\njBnNyrFgwQLs2bMHADB8+HDcf//9mDlzJmpqalBTU4O3334baWlpXn8WTn8iIiIiIvLCbLVgV/EB\nwdd2Fx8IeCrU3XffjQ0bNgAANmzYgEGDBiEjIwNr1qzB0qVL8cILLwAADAYDHnnkESxevBhbtmzB\nTTfdhNWrV+Ouu+5CXV2d63xHjhzBtm3b8OGHH2L9+vU4fvw4jh07hn//+99Yv3491q9fj1OnTmHr\n1vONo61bt6K4uBgffPAB1q5di88++wzHjh0DAFxzzTVYv369zwYFwEYFEREREZFXOlMtKg3Vgq9V\nGqqhM9UGdN5Bgwbh4MGDqKmpwe7du3H8+HFs27YN48ePx2OPPQar1QqdTgcA6NKlCwDg4YcfRnV1\nNe6//358+eWXzabxnTx5EldeeSUUCgUSExMxZ84cnDhxAr169UJCQgJkMhn69u2LX3/91fWe3377\nDX379oVMJkNCQgJ69eqF3377rdlnisFGBRERERGRFxmaNGRrMwVfy9ZmIkPjuydfiFwux9ChQzFv\n3jwMGTIE3bp1w2233YZVq1Zh+fLlGDp0qGuUQC5vemzftGkT7rjjDqxatQoXX3wxPvjgA9f5unbt\niiNHjsBut6OxsRETJ05Ely5dcODAAVitVjgcDuzatatZY6Fbt26uqU+NjY3Yu3cvOnfuDACQyWSi\nf5aYXlNBRERERBRuaqUK/fKubLamwqlv3pVQK1UBn3vUqFEYMmQIvvrqK+Tm5mLOnDm47777oNfr\nMXbsWFdjwqlnz56YOXMmtFotEhIS8MILL2DXrl0AgMsuuwyDBg3CmDFjYLfbMWbMGFx66aW49dZb\nXd/r06cPhgwZgv/+978AgMGDB2Pnzp2499570djYiKFDh6JHjx5+/xwyh8PhCPi3ILHi4mIutqKY\nxfilWMXYpVjG+KVAObM/7XbL/tQ3SrI/RQOOVFDE2cxmWKp1UGVmQKFWS10cOod/FyIiiibRdl9S\nyBV44Op7MKbn7dCZapGhSQtqhKKtYaOCIsZhs+HkivdQvXMnzBWVUOdkI7N/f3SZdD9kCrbwpcK/\nCxERRZNovy+plSq0T86RuhhRh40KipiTK95D6Wefu742l1e4vu46eZJUxYp7/LsQEVE04X0pNjH7\nE0WEzWxG9c6dgq9V79wFm9kc4RIRwL8LERFFF96XYhcbFRQRlmodzBWVgq+ZKythqdZFuEQE+P93\nsZnNMJaWxUylHmvlJSJqq8TUxzazGfXHfuHzQozi9CeKCEWSFsr0dFh1rSsDVVYWVJkZEpSKVJkZ\nUOdkw1xe0eo1dXa26+/iz/zWaFhYF+3zcYmI4oWn+rjTuNForK2DKjMDcqXy/DHlFYBcDggkJ3W/\nL1H0YaOCwsq9MhFqUACA3WSKiqwO8UihViOzf/9mc1edMvv3c/1dxMxvjaYHec7HJSKKDp7q47OF\nhbCbzFDnZEOhTYKhqOj8m+x2wXO535ekFM7Os23btqG0tBT33nuvz2MrKirw5ptvYt68eYKvHz16\nFIWFhZg2bVpIy+gJGxUUVi0rEyHWhgZY6uqgSk2NUKnIXZdJ9wNomqtqrqyEOjsbmf37ub7va35r\n5wnjoFCro+ZBXmx5KTJGPPWpqOM2vToyzCUhokjzVh/bjSYAODdS3nq0HEDTiAXQ6r4klUh0nl13\n3XWij83JyfHYoACaNsK77LLLQlAqcdiooLDxVpk0Y7fDUHQKqit7hr9Q1IpMoUDXyZPQecI4wZ4X\nMesuVJkZUfMgL6a8iR3aR6QsRETxzFt9LIrDgR4v/BUpl3SPis6gcHSeTZs2DRMmTED//v1x4MAB\nTJw4EWPGjMHo0aMxZcoUpKen47rrrsOAAQPw/PPPIykpCVlZWVCr1Zg2bRqmT5+ODz74ACNGjED/\n/v1x7NgxyGQyLF26FEeOHMH69evx97//HR9++CHWrVsHu92OgoICPProo1i9ejU2b94Mq9WKlJQU\nLFmyBCpV4PtucKE2hY3oykQuhza/MxfVSkyhViOxQ/tWFbdz3YUQ5/zWaFqIL6a8REQUft7qYzHU\nOTlR06AIV1aqu+++Gxs2bAAAbNiwAU8++aTrtYqKCvzf//0fJk+ejL/+9a9YsGABVq5ciU6dOrU6\nT0NDA2677TasXr0aubm52LZtm+u1qqoqLF++HGvXrsXHH3+M+vp66PV61NTU4N1338XatWthtVpx\n8ODBgH4GJzYqKGzEViaJF16I4vf/hb3THsfPU6Zh77THcWL5CjhstgiUknxxrrsQ4pzfGk0P8gq1\nGhl9+wq+ltG3T1TcnIiI4oG3+liMaFlDAYQvi+WgQYNw8OBB1NTUYPfu3VC7/bx5eXmukYPy8nJc\nfPHFAIA+ffoInuvyyy8HAHTo0AFmt0bO77//josvvhgajQZyuRyzZ89GcnIyEhISMH36dMyePRtl\nZWWwWq0B/QxObFRQ0DyNMHh7GAVwboQiH2k9LkPpZ583zat0OFzDiSdXvBfmkpNYXSbdjw7Db4M6\nNxeQy6HOzUWH4beh07jRMJaWAYDPhkckyeQyv75PRESB8zbTQGy9q83Pb3WPkXoNhbtwdZ7J5XIM\nHToU8+bNw5AhQ6BwW5shl59/TG/fvj2OHz8OANi/f7/guWQy4d91p06dcOLECVgsFgDAY489hp07\nd2LLli147bXX8Nxzz8Fut8MhkHHLH1xTQQETs2BJaBFw+lW9kP2Ha6Dt2hUKtRp7pz0ueH4uqo0e\nLdddJKSl4vSa9dj3+HS3v30/tB92K3S79wgu+I6UpiHqXYKvVe/cjc4T7mNMERGFgK/nAG/1sTNt\nrDonx3WvsFutkqck90RstsRAjBo1CkOGDMFXX32FnR6mWP31r3/F7NmzodVqkZCQgHbt2ok+f2Zm\nJiZPnoz77rsPMpkMgwcPRs+ePZGYmIg777wTKpUKOTk5KC8vD/hnANiooCCIWbDkaxGwsbSMi2pj\niHPdxYnlKwT+9l+gw/DbcPUbr0l6U+BCbSKiyPD1HOBrbWXLRdgKhSKq62df2RID1aFDBxw+fBhA\n05Qnpw8++MD174MHD2LZsmXIzMzE3//+dyQkJCAvL891zDfffOM69umnn3b9e8CAAQCAO++8E3fe\neWezz125cmVQ5W6JjQoKiL9pO50Poy2J3XyNooeYv72UNwXGFBFR+Im5F/iqj6NlEbZYvjpKwykr\nKwuTJk2CVqtFSkoKFixYEJHP9QfXVFBATGVnBSsJADBXVMBUdtbje93nXopZBEzRw2Y2o/7YL57/\n9pWVMJWdjUgWr0DW8jCmiIhCw+uocEUF6o/9AiC49XZiskJKkTnSU7bEcBo6dCg++eQTrF27Fm+/\n/TYyMqKvg4wjFeQX1/zJHTu8HOTA0RdfQuaAAc3WV3iae5l//30AQj+cSKHT8m8HuVxwx1O5Wo2j\nL74Ec2VV2HbUDnQtD2OKiCh0vI1CQCbD4bnPQ52TjYy+fdFh+DBU79wtuj4WU89HYiM68g8bFW1M\nOLeOB8TtkA0A5orKVusrfM29lGI4kcRp9Xf3kCHCbjTCbDQC8LwpkFCM+hO3oVjLQ0REwfG2cNnZ\n6WQur0DZF//2e72dmHo+HBvRUXAkbVS8/fbb+Oabb9DY2IgxY8bg7rvvlrI4MS0SLXab2YwqbyMU\nApzzKpv+7XsNRjQv0HIXT7HrdWf0c9k7VNnZsOr1sJ9rULhz/n3lSqVAjPaDw+6AbvduUXEbqrU8\n8S6e4pfaHsZv9Mi//z7UHjoMw+nTgqPXTv6stxNTzzf9W/y9gCJDskbFjh07sHfvXqxbtw5GoxEr\nVqyQqihtQiha7L56iy3VOljE7JDtxn1DmLaSkSfeYldM9o6EtDTse3y64OvOv2/pZ18IZoxqdqyP\nuGVmp+DFW/xS28L4jS5F762GoajI53FC9bOnZw6xm8x5XNtXXs57gUQka1Rs374d3bt3x9SpU6HX\n6/GXv/xFqqLEPH97b1sSO3fxzMef+F0292w7bSUjT7zFrpjsHYD3v68iSevXKJenuGVmp+DFW/xS\n28L4jR5eR7FbcK+ffT1zqDIzoMrOEuzEVGVlQZWZ0bQo28PaPsjlUCRpg/rZKDCSNSp0Oh1KSkqw\nbNkyFBcXY8qUKfjyyy897ga4ZMkSvPHGGxEuZWwQ06pXZWYI9gjYzGb8tuwdVHzz7fn3eJi7eHbz\n136XzT27Q7g2jYk0f2MXiL749WcNg9gNfxTaJACtH/YVWi1sDQa/Rrk8jTqEc/OheMG6l2IZ4zfy\nAhlRaMm9fvY2s8K5Dk6ZlCR4z1AmJUGhVjeNVniabmW3w9ZgAFJTxf6IFCKSNSrS09PRtWtXqFQq\ndO3aFWq1GtXV1cjKyhI8/tFHH8Wjjz7a7HvFxcUoKCiIRHGjmrfeW1VWFko2bmra5bhFxqWi91aj\nascOjw97YuYuOiVkZyOrf1/odv/sMbtDW8nI42/sAtETv4GuvfH1t7OZzbDU1wm+11JfDygVnnuV\nBHgbdWgrcSQV1r0Uyxi/kSNmRMFj9id5044FQvcKT88TZwu/QfWOHeczDAqwGQywmc1Noxk52cKj\nGTk5HLWWiGSNij59+mDlypWYOHEiysvLYTQakZ6eLlVxYpq33ltlUhLKvvjS9bWzR6D20GGf8yCd\n+03IVSqfvREJycno9tBk2B7w3APeVjLyxHLsBrr2xtffzlKtg7WqWvC91qoqmEvLRDcoAO+jDm0l\njqQSy/FLxPiNHF/3C4Va7XGEOjEvD5fNfsav0Q337IGe7hfuo9hZAwYIPvdkDejPe4JEJGtUDB48\nGLt27cJdd90Fh8OBuXPnQsG8wgET6r3N6NMbuj17BI8Xs7AKDgeOvPgSMvv19Ti/0cnZeyAm206s\nZ+SJ1dgNdu0N4OVvp/T+8ydkZjb1aIkYKlempKDzfWN8HhfrcSSVWI1fIoDxGyliMzBZG/TC7zca\nBTt8vK2XEMN9FLtV5im5HNpOnVx7X1HkSZpSlgusAtdyjqOz97bD7SNQf/gIUnpcDmtNLcr+/aXv\nk3lhqahE2RdfQpuf77USiLfMO7EYu77W3jhHpbz1/Fvq6mAoOgVtfmeoUlNdcWg8U+L1sxuOHz/X\no+X7RmKtr8eBZ57FpbP+wlGIMInF+CVyYvyGTrAZmCyVVYLHWKqqPK6LUyYlB9yoUGi1sJnNqD/2\nCyq+/6F5B6ndDkNREYreW819KiTCze9ijKc5jp3vG4MDM+f4zBUdKJvBgHY334SzWwoFz8/MO9HP\n2/xXXzth2y0W7J8xq1mPkDIpCTK1Co1V1UjIyvT62b++tsSvshpOncLPD0+FOjeHO6QSEYVYMOsl\ngsnqaDObPY5uiGE4fRq77v+TqD0x2CEVecIrYShqOec4mssrAIfDNcdx9+QpTS32MDQogKaeiY53\n3o72Q28WfJ2Zd6Kfc+2NELvR2NQr5RZTJ1e853p9/4xZzePLboe1vh6NlVWAw9H0f28cDo+7cHsj\nVBYiIgqOp2cJZ13r7X7hvN+fX1PRmkKrDdl+V83Y7T6fc9xHUiiy2KiIId7mOFrr60WfR33BBX5/\ntrPXoeufJ6HD8Nugzs0F5HKoc3PRYfhtzLwTI7pMur/Z30+VkwN5YqLgsdU7dzUNjdfVNY1QSMhZ\nFiIiCo6v9RLOurbl/aLl/d5X1j+hOluRpPWY2SlUOHNCOpz+FEP8yQntjbnE+/x3Ie4jEcy8E7ta\nZk6yWyw+d8I2V1SEbQRMrHhbs0NEFC5i1kskdmgfdNY/oTrb1mAI+/2EMyekw5GKGOKc4xgSXjZq\na0YuhzY/v1U2BWfmHV64scn599O0b+cxptTZWbBbLFB3aB+WniV1bg7aDb0F2vx8n+d37qJKRETB\n8fYsIdTL7/F+7yPrn6W6utVohSJJK/75w52vexBnTkQFjlTEEG/7UfhN7Px2ZlNo07zFVGN9PfY9\nPh3qnGwok5L8mmInhsPhgFypxFWLX0FjQwMMRadwcvkKwalWzl1UiYgoON7qfX96+c2lZV5fPzT7\nuVbJNmwNhoDW13kb3Ujs1ElwTwyKPI5UxBjnHEdVTk5Q51Hl5KD9sKFQiRz54Jz2tqvlvFnnGgu7\n0eRawGetr4cyJeV8b5FcDmVKChKyswG5vOn/frJUVLoWBqpSU5FySXfYTEbBY537oBARUfB8rZcQ\nQ5vf2ecIgvsCcJvZjEa93utIhSon2/tIhkx2/vVzMymuenUhZ05EiZCMVNTW1uLzzz+HTqeDw60F\nOm3atFCcntw45zi2u3lI01z4QFr8ADL69IZMroDYQUjOaW+73OfNmsrO4siLL8FibP1wr0hMxJV/\nXwRzaVmrfSpUmRnY9/RMmAJY0O1M/yd2ni9RLPlh5ChRx/3h04/CXBKi83ytlxBDlZoKbadOojbT\nPVv4Dap37ID5XMZATy5/7lmYKypx9MWXhA9wONDj5RcBm811H6LoEZKRiqlTp+Knn36CXeLFnG2F\nsaIC5d9+B2NFBWxmM4ylZbCZzTBbLSjTV8BstXidCy9G/X+PNaWTE7nwm9kU2j6FWg25SuVxMyNz\nZSWsNbWt3uPsIZLLA5gni/MNBn/n+RIRUXCE1ku4P3cAaPbs0VKvRfOb1sX5WCfhnrbcE3Vurqhn\nG4VKBXVODkcmolDIRipWr14dilPFNZvRiN2TpzSfu37uQm1MTcRveWp83TMBWclZ6Jd3JQb174ey\nz74I6LM8pQiVq9WwC0wzyejbhxdwHFBlZiAhK9PjvhMH/jLLtfmdtlMn9Fo0v6khUlcHw6nA0s46\nGwyhmudLRET+E9oQr6xLBr7sIUeFSYdsbSb65V2J8b1GQSFvWqQtUyiQdkUPWPX1TR1ScnnA2Z2c\n9XxCRrrX444ueAWNVdWCG7WStEIyUtG9e3ccOnQoFKeKWzazGbv+/FDrxbDnNg1LqDXg0sM63Lij\nFrq6Snzxy1Z8f3XS+TmR/vJw0Qs1KABAFmAvNIVfy14lMSx1dag5cBCWuuY5xhVqNQwGDwuy3Tcd\nOreAf/+MWQAAQ9GpgKfiuW+SFIp5vkRE5D+hDfEydvyCS7efggMOVBiq8MUvW/HPvR+6Ri6c73GN\ncPvboJDJWu9/0WDw+hbnpqvcHDX6BDVSceONN0Imk8FkMuGLL75Au3btoFAo4HA4IJPJUFhYGKpy\ntlnOnoHK//wHNn2Dz+MvP2lG3tlKnMjTYI/mIMZM/Cvy7r0L+x6fjsZQ7CDpoZeheududJ5wH3uL\no4hQr5KvXhu7xdK0O/bp04IjDvrqSsgNrYe4PTGcPg1LXV1T2tkAWRsaYDOboVCrQzLPl4iI/ONt\nQ7yuZ8z48apkWJVNnYtbjn+Pzce/Q3tVBu78/nckBPqhcjmufGU+tJ0ubFbPuzbIE9lAca7L471C\nekE1KlatWhWqcsQlm9mM3956BxVbvxX9HhmANIMDV/9ihMpShKprK5BhUfjdoHCcO1er79vtgt/n\nQtno4+whcnL22gDwmP53/4xZzRfVuY04XP36qyj/9b/+DV/a7TAUnYI6J8djTPliEdgkyTnPl4iI\nws9SrWsaoRCQ2mBHktGG2pSmR0Y7mh72jVUVUNR6H1Xwym6HMjm5VWPA3w3y+HwSPYKa/tSxY0d0\n7NgRCxYscP3b+d/s2bNDVcY2x2Gz4cTyFdg79TG/GhQtXV5kQvFfnseZjz/xe3MyvVaOfRdrUJsk\nhw1AbVLT1/ok4R5uLpSNLt56lTyl/7XU1XlcS+Mccci9+FL4NXgtl0Ob3xmO1CQ0JAXWR8HYIiKS\nlmt0QIBdBpgTWr/WkKhAvTa4WfSKJG2r76kyM0Snuwd4D4kmQY1UTJs2DUePHsXZs2dRUFDg+r7N\nZkP79mwxetKyhzlQMjTNLTy7+WvPIw8evn88T4NtfZPxg9WBJKMNDYkKWJUyOHbX4+pfWqcTLeuS\nzqHFKBJI+lVD0SmPI1GOcyMO6Vf2hF2rgkLkFChlUhJUqamo1legIQFI9vcHARdhExFJxWy1QGeq\nRWKdCXa7XbCnWeYA1I12mDTNX7UqZVBag8v6aWswAC3SwirUamQNGCD6OYn3kOgRVKNiwYIFqKmp\nwUsvvYQ5c+acP6lSiaysrKAL1xZ562FuyYHzjYJAl0nbZUC7ITeifv8hmCsroc7ORlq/3vhvVe1v\nqAAAIABJREFUuyLAVA2rUuYa0gSA73s3PRZ2PWNGcoMd+iQ5TnRU41gPOW6yWqBWqgIsCYWSM/2q\n0HC1p14bZV4H2GWAQmA9tV3W9LrNbIZWm4JGg3D2p5ZkahVsZjNSZRpoLcI3F9u5/+uT5DAlyKCx\n2JFscMCQrIS1R1cMeOA+UZ9FREShYbPbsGr/R9hVfACVhmrkJKRimFaGNEPrG0S9VgZDohJyyF1T\nnwBAY7JDI34JXmtyueBIBQDXou3qnbtczy6Z/fvCYXdAt3uP2/f6MZFHFAmqUZGcnIzk5GRMnDgR\nJSUlru/LZDKUl5ejc+fOSOXGJM1462F2p+/WDu/3sMKkkePef1chu957b4CnRofMAWhvHYyLJv+5\n2cLXvns/wBe/bG11vEMuw7a+KfjxquRmIxgykw5n9ZXolH6BmB+TwiyQ9Kt6lQOVaUq0q7G2eq0y\nTQm9ygFFtQ6NVdWiy2GprEJJ8W9IVacg2SAcozIAG25MQ1m26lzPlvvoWA0qD32CMT1vh85UiwxN\nGhuuREQh4ByFEKpXV+3/qNkzQHljLU7kaQRnKpzI0+DePneitL4chSe2u76fXdMY3Bx6u11wpALw\nvjmf7YHxTOQRpUKyT8XSpUtx6NAhDBw4EA6HAzt37kTHjh2h1+vx+OOPY/jw4aH4mDbBWw8zAKhy\ncpDevw/WtSuC3lQNpdWBBJvgoaI0JCmQ1f7CVgtfx/a8HUfKf8XpmpJmPQ9OLUcwHHBgwbY30f/C\nXs1yVJN0hHtyPPfaZGjSsPX2bhj8yXFk19ogdzSNUFSmKfDt7d1wmyYNygSH1/hsyS4Dnt3+OrK0\nGRglQ9PQWgsOGVCZnuDKHNIytrae+BE7f9+PKqNwHnSiaCN2l2wiKbQchWhZr5qtFuz8fV+r93ma\nqfB972Q49n+M7MRM5KfnocFiRJWhGsrMDAC1rc4DnJtlIZNBnZONxvp62I2mVseoc3N9roUQStrB\nRB7RKySNCofDgY0bN+KCC5p6sc+ePYvZs2dj1apVGD9+PBsVbrz1MOfceAO6PfwgKhrrUPH5XwEA\nSUYbUjz0AItR3i0T2qSUZj0WAPD/9qxDUU2xX+eqNFa7ejYeuPqegMtEoeFv+lW1UoU++Vdh/TAd\nNCY7smsaUZmeAJNGjmH5VzX1ZCnhMT6FyM/NtdXXVgk2KNyPaTkf18loNcNobVpY7syDDjDGiIgC\n0XIUwr1eHdPzdvxSdRKVxtYZIz3NVHCqNFaj0liNWy66DrddMgR1Bw6iHG96LEfOww+g2+CbcGrl\nGm5qGidC0qgoLy93NSgAoF27digvL0dycjIcAW6I1ZZ562GWKRTIUKQhW5uJCkNVU3aFJDnSGlo3\nLLwtzq7TynAiT4OjfTLRuGcdfi45jApDFTRKDeCww2QLfCLk7uIDGNPzdk5TiRL+9NqM79XUw7q7\n+ABKNE09WDee68FyahmfyswMNNRUQd161hTqkuRoSGwaUajTypEm0AB2P0YsxhgRkf/MVgt2FR8Q\nfM05Klxp9D7FteVockt7Sw7jvl6jkHzplSgDIFS722XABf2vgUKt9ntUnWJXSBoVvXv3xlNPPYUR\nI0bAbrfj888/x9VXX41vv/0WWq3wIpxYYzObA57D13Jeo7OHuf3Yu1FV9rtretJZY7XrmH55V+KL\nX7bCqpThREe14DzHqhS54FqLI13U+LZfalMPg1mHr45vc71msrYegvRXpaEaOlMt2ifnBH0uCp63\nebMtKeQKPHD1Pbin+62u2NMmpTQ7puUIiE5lw8cLnhGea9tR7erJOpEnHKfux4hVYajCL1Un0T2r\nCxsWFHVeH5sr+tjH15aHsSREzelMtag0CDca3EeFg1FTV4XyU8dxQV43WNqnI7GsptUxlnbpSM5s\nSgvLTU3jR0gaFc8//zzWrVuH999/HwqFAgMHDsS9996LH374Aa+88kooPkIygexa7ORpXuPYnrdj\n7cFPXN/XKFVwQAaT1YQcbZbrGKCpx/b73k07lHcpNjWb57j9qiRcu69BeP6jPNB8UUBOYiau7tgT\nP585KNijka3NdE2jIun4mjcrpGU8n/USz84RkEaTHtt7NzU8hGLNydt8XH/JIMf/fvs611gQEfkh\nQ3N+pkOoyewODPpZj4tKGnH6w7k4m5ONzr3749TeHVCV17rW6VnapeP6199o9X6uhWj7QtKoUCqV\nuOOOOzBkyBDXdKfy8nJcf/31oTi9pALZtdjJ07zG/aVHcaa+zPV9956DlnPKx/S8HTM3z8d3fcrw\nQ6+kVvMcvc1/DMT1+dfgz33GQK1U4V25XDBDVN+8K9l7HAU8xZfNbsNtlwwRHLnwFs8dJ94nOOJh\nsBphl/uONV/zcf3hTB7ANRZEROK5z3QItUE/65uNRpvLK1D+5WZ0HX4bckf9EeW//he5F1/qGqGg\n+BOSRsWyZcvwzjvvID09HTKZDA5HU896YWFhKE4vGV+7FneeMM7jEJ63eY3uDQpPnHPKzVYLSuub\nhs89zXP0Nf9RDDnk6JR+ASb3GQPVuQdK9/n3zp7wvi3m35M0vMXX18e3Y/Px71v18nuL59Pbt+K1\n7OM4a6lp9T6tMhEyyOCAQ1Ss+RuPGqUGySotqgzVkLXIg+7ENRZEROK0zO7Ycn+JQCitDnQ9Izx1\nyvk81HXAtUF9BsW+kDQq/vWvf2HLli3IzMwMxemiRiC7Fjt5m9cohnPdQkVDddCVgRh22FFUU4y1\nBz9x9Qg7599zD4Ho4y2+PPXye4tneY0BxqoKOFKUrd5nsBrh8JTaKQQsVjNmDnkatSY9/vfb1wWP\n4ToeIiJx1h78pFl2x1A8QyQZbUgRSBgD+H4eovgR1L4lTh06dEBaWtubY+/cU0KIp12LnZzzGgPl\nXLfQOa0j5KH5M4myu/gAzNbmmaHUShXaJ+ewQRFF/Ikv59/UWzzrBTI0Od8XbCz7kq3NRLukHHTP\n6uLxc7iOh4jIN2+j2MFwZqIU4ut5iOJHSJ5W8/PzMXbsWCxevBhvvPGG679Y59xTQoiv/MrOeY2B\ncq5bUCtV6JAinGlEKQ/JQFMzzh5him7+xJfzb+otnoUyNDkzMAFA/7xewRXYC/dY9/QzcR0PEZFv\nwc6S8MSZiVII95sgp5A8lbZr1w7t2rULxamiTjD5lZ1rD3b9vh8VPvJCu0tWJWHQhdfg/9z2l1DI\nFLA5mrbWlkOOvLT2TbtaCmxg44mYeZXsEY4d7mteKgxVHtcjuP9NW8azKjsLB3Ks+L5n66qgKQPT\na8hKzEDfjr0w9OLrsaf4oF+xLEQOORywI0eb1WqNDtfxEBH55imVeIYmDVmJGT73ovBHVmIGdMYa\nHLu2M/Iz7Gh/sob7TZCgkDQqpk2bBoPBgNOnT6N79+4wmUxtZn+KYPIru69J+H971uG7op9EvU9v\nacCswvnNvudsUPTveBUe7DsOBqsRj5/bdVssMfMq2SMcO1quefnsWCE2H/+u1XHuf1OheD585FM4\nBDKFOOOl0qjDl8e/Ree0jiFZWzHkokEYfkmB4BodruMhIvLMVypxtVKFZLU2pI2Kvh17ns8oOFIV\n1L5d1LaFZPrTf/7zH4wcORKPPPIIqqqqMHjwYGzfvj0Up44azvzKgVxAaqUKD/e7D8O6D0amJj2o\nchyvKgIAaJWJyEj0b0QhJzETN190PXK1WZBDhkSlGolKDWQAcrVZGNZ9MHuEY9jYniMxrPtgZGsz\nIYMM2dpMj39Tq0KG2hQFrAoZxvcahWHdByMn0fu6iVO1Z1Dpx8iYO/cYm3j13T7X6HAdDxFRa85U\n4hWGKjjgcCXWWLX/IwBNIxh6i8Hv88ohh0ImvBfQ3pLDzTp4gnkeorYtJCMVixcvxtq1azF58mTk\n5ORgzZo1mD59Oq691nd6saqqKtx5551YsWIFunXrForiRCWb3YYj5b+i2tR650l/VJtqMPWzZyGX\nyTzujNkxpb1g2tp+F/bCA1ffA3Ov88OmANgjHCCpY7dlj1WWNgPJKi0cdkfTiILAoIJQL1efjlcA\nDllYMzw92Pc+XNu5H2Msikgdv0SBitfYNVst2Fm8X/C1XefSbutMtagy+Nf5c9flt6F3xyvw7NfC\nmxUz+x6JFZJGhd1uR07O+WC76KKLRL2vsbERc+fOhUajCUUxJOdpjiMAzClc1CzFW1CfY7MIfj/3\n3Bx1547dnualO3uBnVhR+C8aYrfl5neVhupmC/QqjdWtNo4T2jDvy19bT5kKtc7peWxQRJFoiF+i\nQMRz7HpbhF1hqMLZhgoATfd4k4dORyFpmhTkarM97sTNtZYkVkgaFe3bt8fWrVshk8lQV1eHNWvW\n4IILLvD5voULF2L06NF45513QlEMyfia41hn0uN0TUlYy5CpScfLN81EqiYZADgvPcykjl1/0gY6\nN44D4LGXK5wUMjkuTOsQ8c8lz6SOX6JAxXPsapWJXhOuzP/uTb+Stzj938/rsfG/XyNJlYgKgZlT\nXGtJYoWkUfHCCy/gpZdeQmlpKYYMGYJrrrkGL7zwgtf3fPzxx8jMzMSgQYNEVQ5LliyJ2jS1Qr2/\n7j3Ep2rPhH0DuxpTLQxWI1KR7PpeyxEJCg1/YxcIffz6kzaw0lCNsw0VqDXpw5JqUAYZcrSZ0CjV\nOF3XuvFc0PVa3pCiSFuqeym+REPdKyWD1ej1WSKQBoVThaEKFQYgPz0PBouR2fcoIDKHwxG+idRe\njBs3DjKZDDKZDEePHkV+fj7eeuutZtOofCkuLkZBQQEKCwuRl5cXxtJ6ZrZaMP3fLwgOGeZqs/Dq\nrXNhtlrw4KfPhLVh4fwsPryFXyhiFwgufr3FXUuJSg2SEhIDXmTtTbYmAzOvn4Z2ydlQyhVYtf8j\n7Ph9H6qMOmQlZmDAhVe5RuwoOkS67h3x1Keizrnp1ZGiP19q97w/RfSxj68tF3XcHz79KNDixI1o\nqHulZLZa8OQXz4c0s1NLudosvHzTTBisRs5yIL8FNVJx4403QiaTeXy9sLDQ42tr1qxx/Xv8+PGY\nN2+e3xVDNPDWY+y+uClJpUW9RR+2cnB4MnKiIXadG8V9IZAKtiWj1QSj1RSWcvTvdBU6pZ+f6shp\nd9EvGuKXKBDxHrtqpQr9L+wlqt4PVKWhGgarkbMcKCBBNSpWrVrl85jDhw+jR48ewXxMVMvQpPlc\n3GS2WpAgYvdrGYQz8GQnNmXo2XtuIzyNUgPAAbPVwuHJONZyo7gsbSaSVIloMBtcIwX1Fj1MHhb2\nu9Mo1EhWJ6HaoIPdSxYo5yZI3uKO0+6IiMJjbM/bcaT8V5yuKYEddlGb2vqDi7IpGEE1Kjp27Ojz\nmDlz5mDDhg1ejxHTOIlW3nqMnaMHZfoKUalkO6d3FMwQ1Z+pYKOWlLHraaM4ZxYyi7URT3/1oqhz\n3djtf1zn+dv2ZThd23ptRH56Hl4smNHqsyoM1YzDGBXLdS/Ft3iN3bUHP2n2nOBPg2JY98G4qet1\n2FN6EKd0xfj+9M5Wx3DWAwUjJAu1vZFoyUZEtewxbtmL6ytjA9D0wPb84Ol4//AmpoIlv7SMC+fX\ndSa9z7hzpiF2rnton5yDl4c8gzmFi5r1hHVKvwD/WzADqnPnttlteHfvBx4znhERUWj5k/UPaNrQ\nDnAgW5uJ3hf0hN1hx8vb3nDta5Sfnuca2easBwqFsDcqvK25iFUt96Pw1GPs5CtjAwAU1RRjxd4P\n8Oc+YzgnnVy87X3ii6+4e+6GJ9A9q4vrvO6f9cotz6LOpMep2jPonNbRlarYyVfGMyIiCi1/sv4B\nwE0XXYvbLhmCDE0a1h38BF/88q3rNee+RjdfdD2GX1LA5w0KibA3KtoSX/tReJpL7lx34asy+K7o\nJxw+ewz9mTEn7vmKNTG8xV2ONsvVoPD2WT3bXdLqvd56y5x7YvDmREQUWhmaNGQlpgtm8tMo1UhJ\nSGo16qCQK7zW2ftKDmF8rztZZ1NIsFHhh0B7Z9VKFfrnicvYUGnUsceXQjIS4C3u+rnNm/X3s8Rm\nPCMiotBRK1Uw2xoFX0uQJ2DxsL8KjmyzzqZI4ZoKkYLtnXXOU9xZvF/U8CV7fONXKEcCfK33CeSz\nxGQ8IyL//DBS/Fx27mkRn+pMeugtDYKv6S0NMFstXmdLsM6mcAuqUbFr1y6vr/fr1w9LliwJ5iOi\nxll9ZVAtffd1F/9vzzp8V/ST189j70H8CrZXqeU6jAeuvgd3XjZMcH1EIJ8lJuMZERGF1qnaM4Jp\n5wHAAQdO1Z5BT03rKaussylSgmpU/OMf//D4mkwmw8qVK3HhhRcG8xGSc8433/n7fo8Xc1ZihuiW\nvlqpwsP97kOSKhG7ft+PCg87Y7L3IH4F2qsktDaizwU9AZkDe84cElybEehn+RoBISKi0Oqc1tHj\nflYyyNA5zXOaf9bZFAlh3/wu1rWcby4kSa31q6UvZtSCvQfxK9BeJaG1EV8e/7bZMS3XSwT6Wb4y\nnhERUWilapKhlCvQaLe2ek0pV7TK0ueOdTZFQkjWVOzbtw9vv/02DAYDHA4H7HY7SkpK8M0334Ti\n9JIRmxO6wWKE2Wrx+wJ1H7Vg7wG587dXyd/85e7rJYLpweLu2UREkVFn0sNmF04TbrPbUWfSe21Y\nAKyzKbxC0qiYPXs2/vSnP2HDhg0YP348Nm/ejMsvvzwUp5aU2JzQVUGsf2DvAQnxNy78zV/uvl6C\nMUhEFP1O1Z7xuPeQHXaPayqIIkUeipOoVCqMGjUK/fv3R2pqKl555RVs3749FKeWlHO+uS+hWP/g\n7D3gwxy5ExsXYmPVSShmGYNERNGrc1rHc7tktyaH3OuaCqJICEmjQq1Wo6amBl26dMH+/fuhUChg\ns9lCcWpJOeeb+3JZ7sURKA2RZ2Jj1enqC3pAZ6qF2WoJY6mIiChUUjXJ6JR+geBrndIvgFqpQpm+\ngvU6SSYk058eeOABPPnkk1iyZAnuvvtubNq0CVdccUUoTi059/nmFYYqaJQaAA6YrGbXv7cV7cCR\n8l/93vGYKJSE1kb0Ppf96edz2Z+yEjOQpNZiT8khbD7+fUA7dRMRkTT+t2AG5hQuwumaEthhhxxy\nXJjWAZdkd8P0f78gmOWPKFJC0qj4n//5HwwdOhQymQwfffQRioqKkJKSEopTS05ovjmAVlmbAtnx\nmCiUvK2NGHdl094Vnx0rxObj37new7glIoodKqUKr9zyLOpMetfeQx8f/aJV5j/W6ySFoKY/lZaW\noqSkBOPGjUNZWRlKSkpQU1ODlJQUTJ48OVRljAot55sfKf9V8LjdxQc49EiSEloboVaqkKFJw96S\nQ4LvYdwSEcWOVE0yera7BGqlymPmP9brFGlBb363Y8cOlJeXY9y4cedPqlTihhtuCLZsUSvYHY+J\npMC4JSJqW1ivUzQJqlExf/58AMA777yDBx98MCQFigWB7kJMJCXGLRFR28J6naJJyBZqL1u2DCdP\nnsRzzz2Hd999Fw8++CBUqraZmjLQXYiJpMS4JYq818fmijru8bXlYS4JtUWs1ymahCSl7AsvvACD\nwYDDhw9DoVDg9OnTmD17dihOHbXG9xqFYd0HI1ebBTlkyNVmYVj3wdwJm6Ia45aIqG1hvU7RIiQj\nFYcPH8aGDRuwbds2JCYmYuHChRgxYkQoTh21uAsxxSLGLRFR28J6naJFSBoVMpkMFsv5DAM6nQ4y\nmSwUp456zkw7RLGEcUtE1LawXiephaRRMWHCBEycOBGVlZV46aWXsGXLFkydOjUUpyYiojgw4qlP\nRR+76dWRYSwJEREFIiRrKoYNG4ZBgwZBp9Nh9erVmDRpEkaN4lw+IiIiIqJ4EJKRiueeew5msxlL\nliyB3W7Hp59+itOnT+PZZ58NxemJiIiIiCiKhaRRsX//fnz55Zeur2+88UYMHz48FKcmIiIiIqIo\nF5LpT3l5eTh16pTr68rKSrRr1y4UpyYiIiIioigXkpEKq9WKkSNHom/fvlAqldizZw9ycnIwYcIE\nAMDKlStD8TFERERERBSFQtKoeOSRR5p9PWnSpFCcloiIiFr4YaT4RCh/+PSjMJaEiOi8kDQq+vfv\nH4rTEBERERFRDArJmgoiIiIiIopfbFQQEREREVFQQjL9KRCNjY2YPXs2zpw5A4vFgilTpqCgoECq\n4hCJxtilWMb4pVjG+CWKXpI1KjZu3Ij09HQsWrQIOp0Od9xxR9RVDCaLFbo6MzJS1dCohH9VYo6h\ntiUWYjfWheq64vXZGuOXYpmU8ctnAiLvJIv4oUOH4pZbbnF9rVAopCpKKzabHSs2HcZPh0pRUWNE\nTnoirrmiAyaN6AGFQi76GGqbojl2Y12oriten54xfimWSRG/fCYgEkeyRkVSUhIAQK/X47HHHsMT\nTzzh9fglS5bgjTfeiETRsGLTYWz8/oTr63Kd0fX15Nt7ij6G2iZ/YxeIbPzGslBdV7w+PYvmupfI\nFynil88EROJI2nwuLS3FhAkTMHLkSIwYMcLrsY8++iiOHTvW7L/CwsKQl8lkseKnQ6WCr/10qBQm\ni1XUMdS2+RO7QOTiN5aF6rri9elbNNa9RGJFMn75TEAknmQjFZWVlZg0aRLmzp2LgQMHSlWMVnR1\nZlTUGAVfq6wxQldnBgCfx3TIPv+rrdWbUVRah/wOqUhLVgu+j/MwY0e0xm4sM1msOHZK59d15Ymv\na7isqgHqBGXcXmuMX4plkY5fX/XJsVM6pCWrfB5zSeeMuKxvKL5IFuHLli1DXV0dli5diqVLlwIA\nli9fDo1GI1WRAABajRIZKWpUn2s8uMtOT0RGqhoVOiNSEhNQZ2j0eAwAWCxWzFjyPYrK6mC3A3I5\nkN8+FYseHQTVucqF8zBjT7TGbrRo2UD29nWCQu6K/3KdEXI54HC0Pmd2eiK0GiVKKxt8NgYyUtXI\nSU9Eua71TV6tUuKF//cTKmtNcXutMX6F3fP+FKmLQCJEOn691ScAMGfZj8hJ10CjUsBotrU+QNZ0\nTG5GU30z7pZLUNvQGLedGtS2SRbRc+bMwZw5c6T6+FbcH+6FGhQAcOUl2fjT/36NugaLx/MkaZSu\nimLGku9xoqTO9ZrdDpwoqcOMJd/j9acGA+A8zFgUbbEbLVo2kLPTNEjRqqA3NroazMmJCag3WFwP\n9cmJCa2uESFGsxXTX/tOVMNbo1IiSSNctRnNVhjNTVMR4vVaY/xSLIt0/GpUSqgSZIKv2c91gFTU\nmDy+31mnOeubr3eehslijdtODWrb2ExGU8/qWx8dwDe7f/d63JafvL8OAGcqGlBebQAAnCytEzym\nqKwOtXoz1CqF13mY44ddxp4MihktG8gVNaZmN9tynbFZb1/Lr72pNzSi/tzIoLfGQHm1AXt/rUBJ\npV50uYWutUCmI3IKI1Hb4Zy23CErCcXlhpCdN947Nahti+s7n7Nn9T8HS7z2NPjDYrXjTy997XEa\nB9DUc1FUWofcDG1I5pATSc3bQsVwcW8MGI0W/Hl+oddRRE/cr7VApiNyCiNR29Fy2nK4sQOR2pK4\niuKWPYkte1ZDyVdl1CErCanJqqYHInPrzBBqldK1NoMoWjmvKXOj1WMDOVzKdUb8eKAUfS7NxSOv\nfBNQgwJovg7K03REq82O26+/SHAUglMYidqOltOWw40diNSWxEUUC/Uk9r2sHXYcKpGsTM+8+T36\nX94eDoen1oeHYQ6iKCC0fkKdIIfJEoGuPTd/X/czZAjuarnmig6uBeSeRlu+/KkI//5PUatRCF+p\nJNkDSRQ7avVmnIxggwJo3qlBFOvi4m4n1JP4xY9F0hUIQGWNyWsZTGYbey8oIJGY2y+0fkIq/jYo\nMlNU0NVbkJ2uwcCeF2DSiB4AvKeObLnYEmgahRCTgprXMFFsKCqtC1t3XqJaODuUs1ODqC1o85Fs\nsljx44EzUhfDI5lMeO1FTgZ7L8g/kZrbL8X6iVDRqBSQO38XsuYZXXyljnTnHIXw9h72QBLFlszU\n8KSlnf/IH9DlglSs/eoYfjpUisoaI7Ld6meitqLNNyp0dWZU1gqniI0GnhZzX9EtO7IFoZgXqbn9\n3nrno53JYoPJ0tRbWCGwXuKaKzqIWmd1fhQiyeN72ANJFFuq60I/4qpSyl3388m398T4YZcxSxy1\nWW0+ohVy4fzS0UIuB27q1wl7f6lAZY0RapUSgAPf7P4dh36rZBYZEiWSc/v96dGXkkopR2pSAqrr\nzMhOT0S9wSI4/eDLn4rwxY9FyM1IRP8e7TH82i7YebgMFTojZHLhpAvuoxDOnkb2QFI0+mHkKFHH\n/eHTj8JckuiX3yEVctn5/SdCITUpASaL1VX/alRKTomkNqvNR/aps5FddOUvux0YdWN3/Pn2nlj2\n0QEUuu2VwSwyJFYk5/ZrVErRPfpOt1zTGV/9dCokn+9J1wtS8ezEATh0ogpXdM1CbqbWLTuVDY+9\nulXwfe7rJT7bfhJ/HNQVb/7lRujqzPjku+OCa5/cRyEUCjl7IInagLRkNfI7pIY0+1N1nZlrqyhu\ntNnub5vNjuWfHMTSD/dF7DOVchnkMiA3IxHD/icfOem+52fmuq2dOPhbpeAxPx0qhcnSOu0skZNz\n9EBIOOb2TxrRA38c1BW5GYmQy4CcdA3UKuHqJCddg5HXdfN6vqw0jevaSU1StVzu4JVc3tSgWPTo\nIORmanFj3wuRm6kF4OwVTEL7LK3H309LzhGfDtlJePD2ns1+ztyMRPxxUFfBUQjnZ7FBQRS7Fjzy\nB6QmqUJ2Pq6tonjSZu9+/u5BkZ2mQWVt6/mUA6/ogKl398LZ6gY89fr3Ht//6uPXoVP7lGY9lUqF\n3GcZnD2epZUNzCJDAfM2ehCOuf1CvfPPeMjvnqJVQelj+t68yQOhTlC4rh3nbrb5HVIx9+0fBc97\nYW4y7iro7hqV8Maf0RX3642jEETxZfVXxwLe80YI11ZRPGmTkS4mO41CLoPd7oBG3bTFQLUTAAAg\nAElEQVSGobLWhMRz/zaZbcjJaJ45R61SICddI5g6Myddg07tU1rNlXSfa12hM0KjVgCQwWyxtpp3\nzSwyFCwp5vY7Y95ksaLeIHwjrjdYoNUovV4/7bO0zW68aclq9Lo4BwCw6NFBzXa4lcuB5EQVjOZG\nvLb+Z9FZrlr+fiDzvV6i5c9JRG1XoJnt5HKgU/tUXN4lE7uPnOXaKopbbfIu6Ss7jXNUoeUaBufO\n1jf2vRBTRl3Z7CFHo1JiYM8LBHs6B/a8QLAnQqiX01m+lj2eke5pprZHyl71pixrwplTqmpNMJis\nfl8/TiqVEq8/Ndg1evH93mJ8teO063Wxa49a/n7ErJcgovjhb2a75EQlZt7fH/kdUpGW3HR/Nw0P\n/z5BRNGqTUa8t17/3IxEdGqfAsDzGoZDHr4faE9wy15OTz2ezCJDoSBFr7qYkbZg4zstWY1LOmfg\nH+/vFXxdbJYr5+/nwdt7QqmQ83ojIgD+Z7ZLVCtxSeeMVh2EHNWkeNUmI19Mr38gaxjC3RPM+dsU\nq8SOtAUb36HMcsXrLT7c8/4UqYtAMcLfzHZVtSaudyRy02avBF+9osGsYQh3TwR7OigWiR2JCCa+\nw7H2iNcbETm1rMey0jTQG62u6dHuuN6RqLk2eyf11QvJNQxEoRWJnn9et0QUTkL12KovjrLOIRKh\nzV8N3nohuYaBKPTC3fPP65aIws29HmOdQyROm29UeMM51USxh9ctEUUS6xwicXhVgHOqiWIRr1si\niiTWOUTeed/mloiIiIiIyAc2KoiIiIiIKChsVBARERERUVBienKgzWYDAJSVlUlcEpJC+/btoVTG\nbggzfuMXYzc4xcXFknxuW+bP75TxS7Eq1mM32sX0b7aiogIAMG7cOIlLQlIoLCxEXl6e1MUIGOM3\nfjF2g1PwmSQfG1aTpC5AQYHoQxm/FKtiPXajnczhcDikLkSgTCYTevXqhc2bN0OhUEhdnIgoKChA\nYWGh1MWICF8/a6z3OJhMJhw6dAg5OTle4zcW/+axVuZIlzdeYjeUoi2m4rk8bTV+o+1v6kuslReQ\nvsyxHrvRLqZ/sxqNBgDQuXNniUsSWfHUym7LP6tGo0Hfvn1FHRuLv4dYK3OslVdK/sRuKEXb34jl\niU3e4jfWfoexVl4gNstM4nChNhERERERBYWNCiIiIiIiCgobFUREREREFBTFvHnz5kldiGANGDBA\n6iJEVDz9vPH0s3oTi7+HWCtzrJU3HkXb34jlaXti7XcYa+UFYrPMJE5MZ38iIiIiIiLpcfoTERER\nEREFhY0KIiIiIiIKChsVREREREQUFDYqiIiIiIgoKGxUEBERERFRUGK+UVFVVYXrr78ev/32m9RF\nCau3334b9957L+688058+OGHUhcnrBobG/HUU09h9OjRGDt2bJv/2wppbGzEjBkzMHbsWNx1110o\nLCyUukg+2Ww2zJo1C6NHj8a4ceNw+vRpqYskSrzUIbEoWq+DaIuZeLo/hJrdbsfcuXNx7733Yvz4\n8Th16pTURRJt//79GD9+vNTF8Clar2MKPaXUBQhGY2Mj5s6dC41GI3VRwmrHjh3Yu3cv1q1bB6PR\niBUrVkhdpLD67rvvYLVasX79evzwww947bXXsGTJEqmLFVEbN25Eeno6Fi1aBJ1OhzvuuAMFBQVS\nF8urrVu3AgDWr1+PHTt2YP78+XjrrbckLpV38VKHxKpovA6iLWbi7f4Qalu2bIHFYsH777+Pffv2\nYcGCBVFfbwHA8uXLsXHjRiQmJkpdFJ+i8Tqm8IjpkYqFCxdi9OjRyM3NlbooYbV9+3Z0794dU6dO\nxcMPP4wbbrhB6iKFVZcuXWCz2WC326HX66FUxnTbNyBDhw7F448/7vpaoVBIWBpxhgwZghdffBEA\nUFJSguzsbIlL5Fu81CGxKhqvg2iLmXi7P4Tanj17MGjQIADAVVddhUOHDklcInE6deoUM51t0Xgd\nU3jEbKPi448/RmZmpqsyaMt0Oh0OHTqE119/Hc8//zyefvpptOU9C7VaLc6cOYNbb70Vzz33XEwM\n74ZaUlISkpOTodfr8dhjj+GJJ56QukiiKJVKPPPMM3jxxRdxyy23SF0cr+KpDolV0XYdRGPMxNv9\nIdT0ej2Sk5NdXysUClitVglLJM4tt9wSMx1u0XYdU/jEbKPio48+wo8//ojx48fj6NGjeOaZZ1BR\nUSF1scIiPT0d1157LVQqFbp27Qq1Wo3q6mqpixU27777Lq699lp89dVX+PTTTzFz5kyYzWapixVx\npaWlmDBhAkaOHIkRI0ZIXRzRFi5ciK+++grPPfccDAaD1MXxKJ7qkFgWTddBNMZMvN0fQi05ORkN\nDQ2ur+12e8w8rMeSaLqOKXxi9spZs2aN69/jx4/HvHnzkJOTI2GJwqdPnz5YuXIlJk6ciPLychiN\nRqSnp0tdrLBJTU1FQkICACAtLQ1WqxU2m03iUkVWZWUlJk2ahLlz52LgwIFSF0eUTz75BGfPnsVD\nDz2ExMREyGSyqB7mjqc6JFZF23UQjTETb/eHUOvduze2bt2KYcOGYd++fejevbvURWpzou06pvCJ\n2UZFPBk8eDB27dqFu+66Cw6HA3Pnzo3qh7VgPfDAA5g9ezbGjh2LxsZGPPnkk9BqtVIXK6KWLVuG\nuro6LF26FEuXLgXQtDAvWhaHCrn55psxa9YsjBs3DlarFbNnz4ZarZa6WBTDYvE6iLR4uz+E2k03\n3YQffvgBo0ePhsPhwMsvvyx1kdocXsfxQ+bg5EsiIiIiIgpCzK6pICIiIiKi6MBGBRERERERBYWN\nCiIiIiIiCgobFUREREREFBQ2KoiIiIiIKChsVBARERERUVDYqCAiIiIioqCwUUFEREREREFho4KI\niIiIiILCRgUREREREQWFjQoiIiIiIgoKGxVERERERBQUNiqIiIiIiCgobFQQEREREVFQ2KggIiIi\nIqKgsFFBRERERERBYaOCiIiIiIiCwkYFEREREREFJaYbFVarFcXFxbBarVIXhchvjF+KVYxdimWM\nX6LwUEpdgGCUlZWhoKAAhYWFyMvLk7o4RH5h/FKsYuxSLBMbvyOe+lT0OTe9OjIURSOKaTE9UkFE\nRERERNJjo4KIiIiIiILCRgUREREREQWFjQoiIiIiIgoKGxVERERERBQUNiraGJvZDGNpGWxmc1iO\nD/Z9REIsdXWoOXAQlro60e9hDFI8Eop75/csdXW8JohIMmFLKdvY2IjZs2fjzJkzsFgsmDJlCgoK\nClyv//Of/8S//vUvZGZmAgCef/55dO3aNVzFafMcNhtOrngP1Tt3wlxRCXVONjL790eXSfdDplAE\nfXyw74sljN3IsVss2D9jFgynTwN2OyCXQ9upE3otmg+5SiX4nniIwWAwftsm4bjvB4fdgepdu2Cp\nqATkcsBuhzo3JyavCcYuUWwLW6Ni48aNSE9Px6JFi6DT6XDHHXc0qxwOHz6MhQsX4oorrghXEeLK\nyRXvofSzz11fm8srXF93nTwp6OODfV8sYexGzv4Zs2AoKjr/DbsdhqIi7J8xC1e//qrge+IhBoPB\n+G2bhOP+i+YH/X/27jw8iirrH/i3F3rPTkJYDIgzLCL7oqgMRFQERQZR9qDD/HCPgooCo7iAIovz\nKgEU9dUR1HdcmBlQGbfIqIMCAgISEJUlECBkX3pPd9Xvj9BNL1XV1Vu6qvt8nsfHpLuWS/e5t3O7\n7qnDMD7Pya9PUOwSIm9xW/50ww034MEHH/T+rgr4tqSsrAyvvvoqpk2bhvXr18erGSnB7XCgbtcu\nzufqdv0QdCk83O2j3U9uKHbbhrOpqfUKBQfryZOcS6FSJQajQfGbfITiXojc+gTFLiHyFrcrFUaj\nEQBgNpvxwAMPYO7cuX7P33jjjZg+fTpMJhPuv/9+bNu2DYWFhbzHKykpwZo1a+LVXFlz1tXDUV3D\n+ZyjpgbOunroO+ZHvH20+8lNrGMXoPjlYj1R7v1mNQjDwHqiHJp+ff0eTpUYjAaNvclHKO6FyK1P\n0NhLiLzFNVH77NmzmDVrFiZMmIDx48d7H2dZFrfffjuys7Oh0WgwcuRIHDp0SPBYxcXFOHLkiN9/\npaWl8Wx+woSbgKrJzoI2tz3nc9r27aHJzopq+2j3k6NYxi6QPPEbSXI03z6Gbl1b14BzUSqh0uuD\n9kmlGIwGjb3yEqpfabKzoMnJDvu4cuwTNPYSIl9xu1JRU1OD2bNnY/HixRg+fLjfc2azGTfddBO2\nbt0Kg8GAnTt3YtKkSfFqimxEmoCq0mqRNWQIKrf+O+i5rCGDodJqg7bPHjY0eD0ugOxhQ4K2999v\nmN+63gv7DeXdT24odoNFEpuh9tGkp8NQUOCfU+GhUODA/AVB+6RKDEaD4lc+xPQrxunEgUcXwVlT\nG/bx5dYnKHYJkbe4TSpeeeUVNDU1Yd26dVi3bh0A4LbbboPNZsOUKVMwb948zJo1CxqNBsOHD8fI\nkSPj1RTZiCYBVaFUhPU4y7BhPe5x8ezbAbSu1XXU1EDbvvUOJJ7HkwHFbrBIYlPMPv1XLvO/+5OH\n2827TyrEYDQofuVDTB8JupmBh0qFjmPHnL/70244q6t97v6UJ8s+QbFLiLwpWJYV/itSwioqKjB6\n9GiUlpaiS5cuiW5OVNwOB368/0E4qqqDntPm5WHgmhd5v3EKd99ozuV7DGddPTTZWbL6JkxK5BK/\nkcRLuPs4m5pg/uU3HH35Fc5vZPnimGIwMeQSu1Impo+4HQ78cPufuXOPFAoM3fAGNOnp3r6gMhrg\ntlipT4QgNn7HP7xZ9DE/emFCLJpGiKxR8TuJEJOAysdeeY7zgwkAHNXVsFeeE3+u89uHKkam0mqh\n75gf0QdXJIXOSPzxresONzadTU2o/X6HYEye/fensFVfeF6Tng59505w1taJPk80MUhIogn2q6oq\nWE+eQsPeH/lvZsCyMP/yK2xnKwEgqr5AhSQJIbEQt+VPJDyeBFTOb614ku2863F37uQ/MMvi0JJn\nkXP55RfWsmdnQdM+p7VYEsf2++Y94l1+IqYYmViRFDoj8Rcy90FkbAa9v7wnZFH+5gaUv7kB6rQ0\nDHntZaj0esG41OTkyC7hlBAhguMwgAOPPBbyGEdW/hWMwwFtbnuoDEa4LGY4a2qpmCkhJCHoSoVE\neBJQufAl23nW44a61aCzugZnP/4Ex994y3sutdHEv4NnQgH4FSOLlndtsOcPzhgem0TOG0dV1QDL\netd1+8aLmNgMen9FcDU3Y/ece7zn4YtLtdFIVyRIUgk5DovA2O3ePms9caJ1gsLRh/mE6vuEEBIO\nmlRIyMWzb0fHm26ENi8PUCqhzctDx5tu5Ey2i6QYkqcQktvhgNtqCWtfvmJkYkVS6IzEn9hicqFi\nU+j9DcXV3AxbdbVgXLqtVlqaQZJKJONwuKiYKSGkLdHyJwlRqFToPmc2us6aETIBNZJiSL7r0sMu\npMRTjEysSAqdkfgTW0wuVGwKvr8iNJcdQlrPnlTYjqSMSAvahYOKmRJC2hJdqZAgMQmoQkXA+AqK\nabKyoDIahPflo1S2FiuLUKhCZ9Ecm0QuVsXkBN9fEdL6XBqXwnaUgEqkKuxxOIL+JdRvVEYD2vE8\nJ8eieYSQxKMrFTIlVATMUHBR6zfHAZy1tTjw8KPIHjaMt/gdH0NBATTp6RG3V6jQWbTHJpETW0wu\nqkJ2IajT0qDPzT1/ztgUtqMEVCJ1Qn2Pk4K75pAQrn7j2zdaeO62JreieYQQaaBJhYzxFQFjGTfn\npAK4UFwpf9xYdLzpRu++yvMfIIzd3vqNGMfdn6KV1qsn5x+dab16Rn1sEjkxxeTEFOnie38VOh1Y\npxOanGy0NDSCbWnxPue5+1M4bREjmkKShLQVT1zX7tzVWryOg1KvB2Oz+d9Ag4M6LQ1KnQ7O2lrB\nfhPYN3zJtWgeIUQaaFIhY1zr3AHgx/sfDLlv/e49GLjmxaB9PT+7HQ5YT5TD0K1rTK4iuB0ONOzd\ny/lcw94f4XY46JuxBAmVLxEqobPrrBkAwPv+tktLw6VPLIIuvwNUWi1s1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LsAACAASURB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Ys2ZNvJoriur8t2bXXd4Vxau2cW7jWQvcsT19gypXsY5dQBrxKzVi1tR3bK/29ruicb2ploEI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\ngC9PuD5NigMQu+sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd3125f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, hue=\"species\")\n",
    "g.map_diag(plt.hist)\n",
    "g.map_offdiag(plt.scatter)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LdD1PnyerPjpQqyrO4fb+mV6r4i5lDJKvryvjnELHLxHkv//9L4MGDeLhhx9m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\nTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf4fd160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#子集区间进行画图\n",
    "g = sns.PairGrid(iris, vars=[\"sepal_length\",\"sepal_width\"], hue=\"species\")\n",
    "g.map(plt.scatter);\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HHXdAJBIhGAzi448/RkVFBWiaRnd3N0pLS2d1gUOHDuHpp5/Gww8/jGDwuiF4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\nrHOaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115da668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#palette:可以用渐进调色模型进行区分\n",
    "g = sns.PairGrid(tips, hue=\"size\", palette=\"GnBu_d\")\n",
    "g.map(plt.scatter, s=50, edgecolor=\"white\")\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
